 Revised IMPROVE Algorithm for Estimating Light Extinction from Particle Speciation Data
 I. Introduction 
Light Extinction
Atmospheric light extinction is a fundamental metric used to characterize air pollution impacts on visibility.  It is the fractional loss of intensity in a light beam per unit distance due to scattering and absorption by the gases and particles in the air.  Light extinction (bext) can be expressed as the sum of light scattering by particles (bs,p), scattering by gases (bs,g), absorption by particles (ba,p) and absorption by gases (ba,g).  

Light extinction due to the gaseous components of the atmosphere are relatively well understood and well estimated for any atmospheric conditions.  Absorption of visible light by gases in the atmosphere is primarily by NO2, and can be directly and accurately estimated from NO2 concentrations by multiplying by the absorption efficiency.  Scattering by gases is described by the Rayleigh scattering theory (van de Hulst, 1981).  Rayleigh scattering depends on the density of the atmosphere, with highest values at sea level (about 12Mm[-1]) and diminishing with elevation (8Mm[-1] at about 12,000'), and varies somewhat at any elevation due to atmospheric temperature and pressure variations.  Rayleigh scattering can be accurately determined for any elevation and meteorological conditions.

Particle light extinction is more complex than that caused by gaseous components.  Light-absorbing carbon (e.g. diesel exhaust soot and smoke) and some crustal minerals are the only commonly occurring airborne particle components that absorb light.  All particles scatter light, and generally particle light scattering is the largest of the four light extinction components.  If the index of refraction as a function of particle size is well characterized, Mie theory can be used to accurately calculate the light scattering and absorption by those particles.  However, it is rare that these particle properties are known, so assumptions are used in place of missing information to develop a simplified calculation scheme that provides an estimate of the particle light extinction from the available data set.  

Current Algorithm
IMPROVE particle monitoring provides 24-hour duration mass concentrations for PM10 and PM2.5 as well as most of the PM2.5 component concentrations on a one day in three schedule.  These data are routinely available at each IMPROVE monitoring site for use in estimating light extinction for the IMPROVE program.  At 21 IMPROVE monitoring sites (Table A1 in appendix), hourly-averaged nephelometer and relative humidity data are also routinely available.  Data from these sites have been key to evaluate the performance of the current IMPROVE algorithm, as well as for development and performance evaluation of proposed revised algorithms.

The current IMPROVE algorithm for estimating light extinction from IMPROVE particle monitoring data assumes that absorption by gases (ba,g) is zero, that Rayleigh scattering (bs,g) is 10Mm[-1] for each monitoring site regardless of site elevation and meteorological condition, and that particle scattering and absorption (bs,p and ba,p) can be estimated by multiplying the concentrations of each of six major components by typical component-specific light extinction efficiencies.  The six major components are sulfate (assumed to be ammonium sulfate), nitrate (assumed to be ammonium nitrate), organic compounds (based on measured organic carbon mass), elemental or black carbon (directly measured), fine soil (crustal elements plus oxides) and coarse mass (the difference between PM10 and PM2.5 mass concentrations).  The component extinction efficiency values are constants, except for the sulfate and nitrate extinction efficiency terms that include a water growth factor that is a function of relative humidity (displayed as f(RH)) multiplied by a constant dry extinction efficiency.  Monthly averaged water growth terms for each site were developed because most monitoring sites don't include on-site relative humidity monitoring.  Expressed as an equation, the current algorithm for estimating light extinction from IMPROVE data takes the following form where the particle component concentrations are indicated in the brackets.  The formulas for the composite components are available elsewhere (IMPROVE web site).











The units for light extinction and Rayleigh scattering are inverse megameters (1/10[6]m usually written Mm[-1]); component concentrations shown in brackets are in microgram per meter cubed (μg/m[3]); dry efficiency terms are in units of meters squared per gram (m[2]/g); and the water growth terms, f(RH), are unitless.

Among the implicit assumptions for this formulation of the algorithm are that 
   * the six particle component terms plus a constant Rayleigh scattering term are sufficient for a good estimate of light extinction; 
   * constant dry extinction efficiency terms rounded to one significant digit for each of the six particle components (i.e. for both sulfate and nitrate the value is 3) works adequately for all locations and times; and 
   * light extinction contributed by the individual particle components can be adequately estimated as separate terms as they would if they were in completely separate particles (externally mixed), though they often are known to be internally mixed in particles.  
A relatively simple algorithm for estimating light extinction using only the available monitoring data requires assumptions such as these.  

Estimates of particle scattering by this algorithm (i.e. excluding the light absorbing carbon and Rayleigh terms) have been compared to directly-measured particle scattering data at the 21 monitoring sites that have hourly-averaged nephelometer and relative humidity data.  As shown in Figure 1 below, the algorithm performs reasonably well over a broad range of particle light scattering values and monitoring locations.  The algorithm tends to under-estimate the highest extinction values and over-estimate the lowest extinction values.  Since it first use (IMPROVE Report, 1993), the current algorithm has been a useful tool that contributed significantly to a better understanding of haze levels and the relative magnitude of haze contribution by the various particle components.



Figure 1.  A scatter plot of the current IMPROVE algorithm estimated particle light scattering versus measured particle light scattering.

Review and Revision 
The IMPROVE algorithm for estimating light extinction was adopted by the EPA as basis for the regional haze metric used to track progress in reducing haze levels for visibility-protected areas under the 1999 Regional Haze Rule (RHR).  As a result the IMPROVE algorithm has been scrutinized carefully to assess deficiencies that could bias the implementation of the RHR.  

The RHR uses the IMPROVE algorithm to estimate light extinction, which is then converted to the deciview haze index (i.e. a logarithmic transformation of bext).  The RHR then calls for the determination of the mean of the annual 20% best and 20% worst haze days for each of the IMPROVE monitoring sites that represent the visibility-protected areas.  States are asked to manage emissions so that over a 60-year period the worst haze days will improve to natural conditions without degrading visibility conditions for the best haze days.  For consistency, the same approach (i.e. IMPROVE algorithm and conversion to the deciview haze index) is also used to estimate natural haze levels for each representative monitoring site using estimates of the natural concentration levels for the major particle components.  For each location, the linear rate of reduction of the deciview values for the worst haze days during the baseline period (2000 to 2004) that is needed to reach the estimated worst haze days under natural conditions by 2064 must be determined.  This linear rate is used as a guide to pace the desired rate of haze reduction and to determine interim visibility goals that are compared to the monitoring data trends of the best and worst haze days.  

The RHR emphasizes the extremes of light extinction through its requirement to estimate best and worst haze days for the baseline period and for estimates of natural worst haze conditions.  Also, the use of the deciview index means that additive biases in the light extinction estimates (e.g. the use of a standard Rayleigh scattering term for all sites regardless of elevation) will affect the calculation of a linear glide slope, which is used to set the pace of emission reductions.  Use of the IMPROVE algorithm for the RHR elicited concerns about possible biases in the apportionment among the various major particle components.  Such issues have been the subject of a number of critical reviews of the use of the IMPROVE algorithm in the RHR (Lowenthal and Kumar, 2003; Ryan et al., 2005).

In light of the concerns raised by its use in the RHR, the IMPROVE Steering Committee initiated an internal review including recommendations for revisions of the IMPROVE algorithm for estimating light extinction.  The review team (composed of National Park Service and Cooperative Institute for Research in the Atmosphere scientists) reviewed pertinent literature and employed both Mie theory modeling and statistical assessment methods to identify deficiencies in the current algorithm and evaluate possible refinements.  The goal was to develop a revised algorithm that reduces biases in light extinction estimates, and is as consistent as possible with the current scientific literature while constrained by the need to use only those data that are routinely available from the IMPROVE particle monitoring network.  A preliminary report by this team was presented in June, 2005 at a national Regional Planning Organization workshop in Denver Colorado hosted by the Western Regional Air Partnership (WRAP) and broadly participated in by those with an interest in the regional haze rule.  The preliminary results were also summarized in presentations at the July 2005 IMPROVE Steering Committee meeting in Acadia Maine. The full report of this review is available elsewhere (Hand and Malm, 2005).  

Purpose and Organization
This document is a summary report by a subcommittee established by the IMPROVE Steering Committee at their July 2005 meeting to recommend a refined algorithm that would replace or be made available as an alternative to the current approach.  The subcommittee included those who worked on the internal review as well as scientists who have been critical of the original IMPROVE algorithm.  The primary purpose of this document is to describe the subcommittee's recommended revised algorithm, characterize its performance, and summarize the rationale for each of the changes from the currently used algorithm.  This document is the principal means to communicate the recommendations to the IMPROVE Steering Committee prior to their deliberation and vote on the adoption of a new algorithm.  Others with an interest in this topic, including those who have responsibilities or interests associated with the RHR may also find it to be useful in understanding the technical issues and how the recommended algorithm addresses them.

Section II of the report describes the recommended revised algorithm for estimating light extinction using IMPROVE particle data and shows its performance compared to that of the currently used approach.  Section III provides the technical justification of each of the revised terms in the recommended algorithm.  

REFERENCES

Hand, J.L. and W.C. Malm, 2005: Review of the IMPROVE Equation for Estimating Ambient Light Extinction Coefficients, on the IMPROVE web site at 
http://vista.cira.colostate.edu/improve/Publications/GrayLit/gray_literature.htm

Lowenthal, D.H. and Kumar, N., 2003: PM2.5 mass and light extinction reconstruction in IMPROVE. J. Air & Waste Manage. Assoc. 53, 1109-1120.

Ryan, P.A., Lowenthal, D., and Kumar, N., 2005: Improved light extinction reconstruction in Interagency Monitoring of Protected Visual Environments. J. Air & Waste Manage. Assoc. 55, 1751-1759.

van de Hulst, H. C., Light scattering by small particles, New York: Dover, 1981

 II. Overview of the Revised Algorithm

The recommended revised algorithm is shown in the equation below with revised terms in bold font.  The total sulfate, nitrate and organic carbon compound concentrations are each split into two fractions, representing small and large size distributions of those components.  Though not explicitly shown in the equation, the organic mass concentration used in this new algorithm is 1.8 times the organic carbon mass concentration, changed from 1.4 times carbon mass concentration as used for input for the current IMPROVE algorithm.  New terms have been added for sea salt (important for coastal locations) and for absorption by NO2 (only used where NO2 data are available).  Site-specific Rayleigh scattering is calculated for the elevation and annual average temperature of each of the IMPROVE monitoring sites as shown in the Table A at the end of the document.

The apportionment of the total concentration of sulfate compounds into the concentrations of the small and large size fractions is accomplished using the following equations.

                   


                  

 
                         

The same equations are used to apportion total nitrate and total organic mass concentrations into the small and large size fractions.

Sea salt is calculated as 1.8 x [Chloride], or 1.8 x [Chlorine] if the chloride measurement is below detection limits, missing or invalid.  The algorithm uses three water growth adjustment term as shown in the Figure 2 and Table 1.  They are for use with the small size distribution and the large size distribution sulfate and nitrate compounds and for sea salt (fS(RH), fL(RH) and fSS(RH) respectively).


Figure 2. Water growth curves for small and large size distribution sulfate and nitrate, sea salt and the original IMPROVE algorithm sulfate and nitrate.

Table 1. f(RH) for small and large size distribution sulfate and nitrate, an sea salt.
                                    RH (%)
                                    fS(RH)
                                    fL(RH)
                                    fSS(RH)

                                    RH (%)
                                    fS(RH)
                                    fL(RH)
                                    fSS(RH)

                                    RH (%)
                                    fS(RH)
                                    fL(RH)
                                    fSS(RH)
                                    0 to 36
                                     1.00
                                     1.00
                                     1.00

                                      56
                                     1.78
                                     1.61
                                     2.58

                                      76
                                     2.60
                                     2.18
                                     3.35
                                      37
                                     1.38
                                     1.31
                                     1.00

                                      57
                                     1.81
                                     1.63
                                     2.59

                                      77
                                     2.67
                                     2.22
                                     3.42
                                      38
                                     1.40
                                     1.32
                                     1.00

                                      58
                                     1.83
                                     1.65
                                     2.62

                                      78
                                     2.75
                                     2.27
                                     3.52
                                      39
                                     1.42
                                     1.34
                                     1.00

                                      59
                                     1.86
                                     1.67
                                     2.66

                                      79
                                     2.84
                                     2.33
                                     3.57
                                      40
                                     1.44
                                     1.35
                                     1.00

                                      60
                                     1.89
                                     1.69
                                     2.69

                                      80
                                     2.93
                                     2.39
                                     3.63
                                      41
                                     1.46
                                     1.36
                                     1.00

                                      61
                                     1.92
                                     1.71
                                     2.73

                                      81
                                     3.03
                                     2.45
                                     3.69
                                      42
                                     1.48
                                     1.38
                                     1.00

                                      62
                                     1.95
                                     1.73
                                     2.78

                                      82
                                     3.15
                                     2.52
                                     3.81
                                      43
                                     1.49
                                     1.39
                                     1.00

                                      63
                                     1.99
                                     1.75
                                     2.83

                                      83
                                     3.27
                                     2.60
                                     3.95
                                      44
                                     1.51
                                     1.41
                                     1.00

                                      64
                                     2.02
                                     1.78
                                     2.83

                                      84
                                     3.42
                                     2.69
                                     4.04
                                      45
                                     1.53
                                     1.42
                                     1.00

                                      65
                                     2.06
                                     1.80
                                     2.86

                                      85
                                     3.58
                                     2.79
                                     4.11
                                      46
                                     1.55
                                     1.44
                                     1.00

                                      66
                                     2.09
                                     1.83
                                     2.89

                                      86
                                     3.76
                                     2.90
                                     4.28
                                      47
                                     1.57
                                     1.45
                                     2.36

                                      67
                                     2.13
                                     1.86
                                     2.91

                                      87
                                     3.98
                                     3.02
                                     4.49
                                      48
                                     1.59
                                     1.47
                                     2.38

                                      68
                                     2.17
                                     1.89
                                     2.95

                                      88
                                     4.23
                                     3.16
                                     4.61
                                      49
                                     1.62
                                     1.49
                                     2.42

                                      69
                                     2.22
                                     1.92
                                     3.01

                                      89
                                     4.53
                                     3.33
                                     4.86
                                      50
                                     1.64
                                     1.50
                                     2.45

                                      70
                                     2.26
                                     1.95
                                     3.05

                                      90
                                     4.90
                                     3.53
                                     5.12
                                      51
                                     1.66
                                     1.52
                                     2.48

                                      71
                                     2.31
                                     1.98
                                     3.13

                                      91
                                     5.35
                                     3.77
                                     5.38
                                      52
                                     1.68
                                     1.54
                                     2.50

                                      72
                                     2.36
                                     2.01
                                     3.17

                                      92
                                     5.93
                                     4.06
                                     5.75
                                      53
                                     1.71
                                     1.55
                                     2.51

                                      73
                                     2.41
                                     2.05
                                     3.21

                                      93
                                     6.71
                                     4.43
                                     6.17
                                      54
                                     1.73
                                     1.57
                                     2.53

                                      74
                                     2.47
                                     2.09
                                     3.25

                                      94
                                     7.78
                                     4.92
                                     6.72
                                      55
                                     1.76
                                     1.59
                                     2.56

                                      75
                                     2.54
                                     2.13
                                     3.27

                                      95
                                     9.34
                                     5.57
                                     7.35

Algorithm Performance Evaluation

Performance of the current and proposed new algorithm for estimating extinction can be assessed in a number of ways each of which serves to answer different questions.  Reduction of the biases in light scattering estimates at the extremes (i.e. underestimation of the high values and over estimation of the low values) when compared to nephelometer measurements was one of the most compelling reasons for development of a new algorithm, so comparisons of bias for the current and proposed new algorithm are one way to evaluate performance.  

The fractional bias for each sample period was calculated as the difference in light scattering (i.e. estimated bsp minus the measured bsp) divided by the measured light scattering.  These biases were then averaged in each quintile to indicate the bias in those five subsets of the data from the lowest to the highest light scattering values.  Two different approaches to this grouping by quintiles were performed, referred to as criteria 1 and 2.  

Criterion 1 used the measured light scattering to determine which sample periods were in each quintile.  Since we think of the nephelometer as the better measure of light scattering, bias by this criterion better addresses the question of algorithm performance with regards to the haze conditions. Criterion 2 uses the algorithm-estimated light extinction to determine which sample periods were in each quintile.  The Regional Haze Rule index is based on the highest and lowest haze levels as determined by the algorithm, so criterion 2 better addresses the haze rule application of the algorithm.  Tables 2 through 5 show the bias results by both criteria for the current and new algorithm for sites averaged by RPO.  

Table 2. Averaged fractional bias by RPO for the current IMPROVE algorithm with quintiles based on measured light scattering (criterion 1).  Bold font highlights the bias values that are lower than corresponding values in Table 3.

RPO
Quintile 1
Quintile 2
Quintile 3
Quintile 4
Quintile 5
Average
CEN
                                                                           0.67
                                                                           0.18
                                                                           0.10
                                                                           0.02
                                                                          -0.11
                                                                           0.17
MANE
                                                                           0.93
                                                                           0.27
                                                                           0.19
                                                                           0.10
                                                                           0.01
                                                                           0.28
VISTAS
                                                                           0.59
                                                                           0.21
                                                                           0.11
                                                                           0.02
                                                                          -0.13
                                                                           0.16
WRAP
                                                                           1.07
                                                                           0.37
                                                                           0.18
                                                                           0.07
                                                                          -0.08
                                                                           0.32

Table 3. Averaged fractional bias by RPO for the current new proposed algorithm with quintiles based on measured light scattering (criterion 1).  Bold font highlights the bias values that are lower than corresponding values in Table 2. 
RPO
Quintile 1
Quintile 2
Quintile 3
Quintile 4
Quintile 5
Average
CEN
                                                                           0.51
                                                                           0.08
                                                                           0.02
                                                                          -0.03
                                                                          -0.08
                                                                           0.10
MANE
                                                                           0.74
                                                                           0.14
                                                                           0.06
                                                                           0.01
                                                                          -0.02
                                                                           0.17
VISTAS
                                                                           0.50
                                                                           0.16
                                                                           0.11
                                                                           0.06
                                                                          -0.01
                                                                           0.16
WRAP
                                                                           0.84
                                                                           0.25
                                                                           0.08
                                                                           0.01
                                                                          -0.10
                                                                           0.21
Table 4.  Averaged fractional bias by RPO for the current IMPROVE algorithm with quintiles based on estimated light scattering (criterion 2).  Bold font highlights the bias values that are lower than corresponding values in Table 5.

RPO
Quintile 1
Quintile 2
Quintile 3
Quintile 4
Quintile 5
Average
CEN
                                                                           0.42
                                                                           0.19
                                                                           0.18
                                                                           0.09
                                                                          -0.01
                                                                           0.17
MANE
                                                                           0.35
                                                                           0.27
                                                                           0.30
                                                                           0.33
                                                                           0.15
                                                                           0.28
VISTAS
                                                                           0.38
                                                                           0.19
                                                                           0.14
                                                                           0.08
                                                                           0.01
                                                                           0.16
WRAP
                                                                           0.58
                                                                           0.37
                                                                           0.26
                                                                           0.25
                                                                           0.15
                                                                           0.32

Table 5.  Averaged fractional bias by RPO for the current new proposed algorithm with quintiles based on estimated light scattering (criterion 2).  Bold font highlights the bias values that are lower than corresponding values in Table 4.

RPO
Quintile 1
Quintile 2
Quintile 3
Quintile 4
Quintile 5
Average
CEN
                                                                           0.23
                                                                           0.11
                                                                           0.08
                                                                           0.06
                                                                           0.02
                                                                           0.10
MANE
                                                                           0.15
                                                                           0.14
                                                                           0.15
                                                                           0.19
                                                                           0.21
                                                                           0.17
VISTAS
                                                                           0.25
                                                                           0.14
                                                                           0.08
                                                                           0.13
                                                                           0.21
                                                                           0.16
WRAP
                                                                           0.37
                                                                           0.19
                                                                           0.19
                                                                           0.16
                                                                           0.17
                                                                           0.21

These tables show that the new algorithm has lower fractional bias than the current IMPROVE algorithm in all but the haziest conditions (i.e. quintile 5) regardless of the criterion used to sort the data into quintiles.  By criterion 1, the two algorithms perform about the same for haziest days except for the sites in the southeastern U.S. (i.e. the VISTA RPO), where the new algorithm has much lower bias (1% compared to 13%).  Using criterion 2, the current algorithm has consistently lower bias compared with the new algorithm for the haziest days (i.e. quintile 5) for each of the RPOs.  This seeming paradox is the result of the somewhat greater imprecision of the new algorithm compared to the current algorithm, which results in somewhat larger errors in selecting worst haze sample periods for the new algorithm compared with the current algorithm.

Scatter plots (Figures 1 and 3) of light scattering estimates from the current and new proposed  algorithms versus nephelometer data for all available data at 21 monitoring sites are one way to view the overall performance differences between the two.  These figures show that the bias at the extremes is reduced using the new algorithm compared to the original IMPROVE algorithm (i.e. the points tend to be better centered on the one-to-one line).  They also show that the somewhat reduced precision of the new algorithm compared to the original IMPROVE algorithm (i.e. points are more broadly scattered).

Figure 3.  Scatter plot of the recommended revised algorithm estimates of light scattering versus measured light scattering.
Similar pairs of scatter plots were prepared for each individual monitoring site (available in the appendix).  Figures 4 and 5 are example plots for Shenandoah and Grand Canyon National Parks.  The logarithmic scales on these plots exaggerate the scatter for low values compared to high values. The individual-site scatter plots have the 80[th] percentile values indicated on the graphs for the predicted and measured values by horizontal and vertical lines respectively.  Points that are to the right of the vertical line have nephelometer values that are among the 20% worst light scattering for that monitoring sites.  Points that are above the horizontal line have algorithm determined values that are among the 20% worst estimated light scattering for that monitoring site.  



Figure 4.  Scatter plots of the current IMPROVE and new recommended algorithm estimates of light scattering versus measured light scattering for Shenandoah National Park. Horizontal and vertical lines are at the 80[th] percentile for estimated and measured light scattering.


Figure 5.  Scatter plots of the current IMPROVE and new recommended algorithm estimates of light scattering versus measured light scattering for Grand Canyon National Park. Horizontal and vertical lines are at the 80[th] percentile for estimated and measured light scattering.
The proposed new algorithm performs noticeably better with respect to having data points more centered on the one-to-one line at the high and low haze level extremes than the current IMPROVE algorithm for Shenandoah National Park, which is typical for the high haze level locations in the southeast U.S.   A large number of the measured worst haze sample periods are correctly identified by both algorithms (these are the points above and to the right of the two 80[th] percentile lines).   The differences between the two algorithms for Grand Canyon National Park and most of the other less hazy locations are not apparent in these scatter plots.  

The final approach for evaluating the relative performance of the two algorithms is to compare the average composition of the best haze days and the worst haze days as selected using each algorithm and using the measured light scattering.  Table 6 and 7 contain the average composition by RPO for days selected as best and worst by these three methods.  Similar results for each of the 21 nephelometer monitoring locations are shown in tables in the appendix.


Table 6.  Mean light scattering and percent PM2.5 composition for the five major components for 20% best days as determined by measurement, the current IMPROVE algorithm and the proposed new algorithm.

RPO

Mean Bsp (Mm-1)
Percent Ammonium Sulfate
Percent Ammonium Nitrate
Percent OCM
Percent Soil
Percent Coarse
Percent EC
CENRAP

Measured
                                      6.8
                                      19
                                       2
                                      15
                                       8
                                      54
                                       2

IMPROVE
                                      9.1
                                      20
                                       2
                                      15
                                       7
                                      53
                                       2

NEW
                                      8.1
                                      21
                                       3
                                      16
                                       7
                                      51
                                       2
MANEVU

Measured
                                      6.1
                                      22
                                       3
                                      22
                                       4
                                      47
                                       3

IMPROVE
                                      8.4
                                      21
                                       3
                                      22
                                       4
                                      47
                                       3

NEW
                                      7.4
                                      22
                                       4
                                      22
                                       4
                                      45
                                       3
VISTAS

Measured
                                     13.8
                                      25
                                       7
                                      21
                                       4
                                      40
                                       3

IMPROVE
                                     18.4
                                      25
                                       7
                                      21
                                       4
                                      40
                                       3

NEW
                                     17.0
                                      25
                                       8
                                      21
                                       4
                                      39
                                       3
WRAP

Measured
                                      3.4
                                      13
                                       3
                                      18
                                       8
                                      55
                                       3

IMPROVE
                                      5.2
                                      14
                                       3
                                      19
                                       8
                                      53
                                       3

NEW
                                      4.5
                                      15
                                       3
                                      19
                                       8
                                      52
                                       3

Table 7.  Mean light scattering and percent PM2.5 composition for the five major components for 20% worst days as determined by measurement, the current IMPROVE algorithm and the proposed new algorithm.

RPO

Mean Bsp (Mm-1)
Percent Ammonium Sulfate
Percent Ammonium Nitrate
Percent OCM
Percent Soil
Percent Coarse
Percent EC
CENRAP

Measured
                                      76
                                      34
                                       6
                                      19
                                       5
                                      34
                                       2

IMPROVE
                                      67
                                      34
                                       6
                                      19
                                       5
                                      33
                                       2

NEW
                                      72
                                      34
                                       6
                                      19
                                       6
                                      34
                                       2
MANEVU

Measured
                                      61
                                      36
                                       6
                                      23
                                       3
                                      30
                                       3

IMPROVE
                                      61
                                      36
                                       6
                                      22
                                       3
                                      30
                                       3

NEW
                                      63
                                      35
                                       6
                                      23
                                       3
                                      31
                                       3
VISTAS

Measured
                                      120
                                      46
                                       5
                                      21
                                       3
                                      22
                                       2

IMPROVE
                                      106
                                      47
                                       4
                                      21
                                       3
                                      23
                                       2

NEW
                                      127
                                      47
                                       3
                                      22
                                       3
                                      22
                                       2
WRAP

Measured
                                      36
                                      15
                                       6
                                      27
                                       7
                                      42
                                       3

IMPROVE
                                      33
                                      14
                                       6
                                      27
                                       6
                                      44
                                       3

NEW
                                      33
                                      13
                                       6
                                      27
                                       6
                                      44
                                       3

These tables demonstrate that the composition associated with the best and worst haze days are not very sensitive to the method of identifying the sample periods that fit in best and worst categories.  Some of the individual sites (e.g. Grand Canyon) have somewhat larger variations in the composition between measurement-selected days compared to algorithm-selected days, though there's little difference between the average composition comparing the two algorithms on the best and worst days.  The contributions to light extinction by the various components were not explicitly calculated, but are inherently somewhat different because of the explicit differences in the two algorithms. 

In summary, the proposed new algorithm for estimating haze reduces the biases compared to measurements at the high and low extremes.  This is most apparent for the hazier eastern sites.  The composition of days selected as best and worst by the current and the new algorithm are very similar, and similar to days selected by measurements.  Most of the reduction of bias associated with the new algorithm is attributed to the use of the split component extinction efficiency method for sulfate, nitrate and organic components that permitted variable extinction efficiency depending on the component mass concentration.  Though not subject to explicit performance testing, the proposed new algorithm also contains specific changes from the current algorithm that reflect a better understanding of the atmosphere as reflected in the more recent scientific literature (e.g. change to 1.8 from 1.4 for organic compound mass to carbon mass ratio) and a more complete accounting for contributors to haze (e.g. sea salt and NO2 terms), and use of site specific Rayleigh scattering terms to reduce elevation-related bias.


III. Technical Justification for Revisions

Five major revisions to the IMPROVE algorithm for estimating light extinction from IMPROVE particle speciation data are incorporated into the recommended approach.  They include 
   * addition of a sea salt term which is a particular concern for coastal monitoring locations where the sum of the major components of light extinction and mass have been deficient;
   * change the assumed organic mass to organic carbon ratio from 1.4 to 1.8 to reflect more recent peer-reviewed literature on the subject;
   * use of site-specific Rayleigh scattering based on the elevation and annual average temperature of the monitoring sites;
   * development and use of a split component extinction efficiency model for sulfate, nitrate and organic carbon components including new water growth terms for sulfate and nitrate to better estimate light extinction at the high and low extremes of the range; and
   * addition of a NO2 light absorption term that would only be used at sites with available NO2 concentration data.
A summary of the technical rationale for making each of these changes is described in separate sections below.

Sea Salt  

The current IMPROVE protocol for estimating light extinction does not include light scattering (bsp) by sea salt aerosols. Lowenthal and Kumar (2003) demonstrated that inclusion of elements from sea salt (e.g., Na, Cl) increased the accuracy of mass reconstruction at coastal IMPROVE sites. Contributions of sea salt particles to light extinction at some coastal IMPROVE sites may be significant, especially since bsp by sea salt particles should be significantly enhanced by hygroscopic growth in humid environments. Lowenthal and Kumar (2005) found that fine sea salt aerosols accounted for 43% of estimated bsp at the U.S. Virgin Islands IMPROVE site.

To include sea salt in the IMPROVE light extinction equation, it is necessary to: 1) estimate the sea salt mass concentration; 2) specify a dry sea salt scattering efficiency; and 3) specify an f(RH) curve for sea salt representing the enhancement of sea salt scattering by hygroscopic growth as a function of relative humidity (RH). 

Sea Salt Mass Concentration
Estimating sea salt mass requires a sea salt marker species measured in IMPROVE aerosol samples.  The most obvious such markers are sodium (Na) and chlorine (Cl), since NaCl is the main component in sea water and sea salt. Based on the composition of sea water, pure sea salt mass is Na multiplied by 3.1 or Cl multiplied by 1.8 (Pytkowicz and Kester, 1971).  However, Na is poorly quantified by x-ray fluorescence (XRF) and Cl can be depleted in ambient aerosol samples by acid-base reactions between sea salt particles and sulfuric and nitric acids (McInnes et al., 1994).  Without accurate measurement of both Na (or other conservative tracers) and Cl, it is not possible to estimate how much Cl has been replaced by nitrate and/or sulfate in ambient samples.  Further, without chemical speciation of the PM10 sample (Module D of the IMPROVE sampler), it is not possible to estimate coarse sea salt scattering.

Given these limitations, it is recommended that the PM2.5 sea salt concentration be estimated as the concentration of chloride ion (Cl[-]) measured by ion chromatography multiplied by 1.8.  If the chloride measurement is below the detection limit, missing or invalid then the PM2.5 sea salt concentration should be estimated as the concentration of chlorine (Cl) measured by XRF multiplied by 1.8.  

Although the XRF measurement can detect chlorine (Cl) at lower concentrations, the A-module sample for XRF is more exposed to reactive losses because acidic gases are not removed from the air-stream and any HCl they release from the sample is not retained by the Teflon filter.  Unless speciated data become available for PM10, coarse sea salt mass and light scattering will not be considered.  To the degree that chloride has been replaced by sulfate or nitrate in ambient particles, this approach will underestimate the mass and scattering contributed by the substituted sea salt that results (e.g. NaNO3, NaHSO4, or Na2SO4).  This mass is partially accounted for by ammonium sulfate and ammonium nitrate in the IMPROVE equation.  However, the substituted Na salt mass is under-estimated because ammonium is lighter than sodium.  The scattering is also under-estimate because the sodium salts absorb more water than does ammonium sulfate above 60% RH.  Given the limitations of the available data, 1.8 times chloride provides a reasonable lower-limit to the fine sea salt mass.

Dry Scattering Efficiency 
In order to estimate the dry scattering efficiency and f(RH) for sea salt aerosols, their dry mass size distribution must be known.  While this has not been measured at most IMPROVE sites, extensive sea salt size distribution measurements have been made in the remote marine environment during cruised-based experiments (Quinn et al., 1995, 1996, 1998).  Based on these studies, a dry log-normal mass size distribution with a geometric mean diameter (Dg) of 2.5 um and geometric standard deviation (σg) of 2 is recommended.  A dry scattering efficiency for PM2.5 sea salt of 1.7 m[2]/g was calculated using Mie theory based on this size distribution assuming a sea salt refractive index of [1.55+ i0] and a density of 1.9 g cm[-3] recommended by Quinn et al. (1995).

Sea Salt f(RH)
Tang et al. (1997) determined hygroscopic growth curves for aerosols generated from Long Island, NY and Atlantic Ocean seawater.  The water absorption curves for sea salt were nearly identical to that of NaCl.  The NaCl growth factors derived from the AIM3 thermodynamic equilibrium model (Clegg et al., 1998) are shown in Table 8 as a function of relative humidity (RH). Below the crystallization point (RH = 47%), the growth factor set to one.  Values are presented to RH = 95% , to which higher RH are "rolled back" under the Regional Haze Rule protocol (USEPA, 2001). Dry (RH=0%) light scattering (bsp(Dry)) was calculated using Mie theory for sea salt at unit PM2.5 mass concentration with the dry mass size distribution, refractive index, and density described above.  Light scattering at RH = 46-95% at unit RH intervals (bsp(RH)) was calculated by applying the NaCl growth curve (Table 8) to the dry mass size distribution using Mie theory, accounting for the change in particle volume and refractive index from the addition of water.  The f(RH) values, defined as bsp(RH)/bsp(Dry), are listed in Table 8. The f(RH) values in Table 8 will be converted to monthly, site-specific "climatological" values, as was done for ammonium sulfate/ammonium nitrate. Light scattering by sea salt (SS) aerosols is estimated as:

			bsp(SS) = 1.7 fSS(RH) [1.8 * Cl].
Table 8. Sea Salt particle diameter growth and water growth function.
                                    RH (%)
                               Growth Factor[a]
                                     f(RH)
                                                                               
                                                                         RH (%)
                                                                  Growth Factor
                                                                          f(RH)
                                                                               
                                                                               
                                                                               
                                                                               
                                                                               
                                                                               
                                                                               
                                                                           1-46
                                                                         1.0000
                                                                         1.0000
                                                                               
                                                                             71
                                                                         1.8434
                                                                         3.1269
                                                                             47
                                                                         1.5922
                                                                         2.3584
                                                                               
                                                                             72
                                                                         1.8589
                                                                         3.1729
                                                                             48
                                                                         1.6001
                                                                         2.3799
                                                                               
                                                                             73
                                                                         1.8751
                                                                         3.2055
                                                                             49
                                                                         1.6081
                                                                         2.4204
                                                                               
                                                                             74
                                                                         1.8921
                                                                         3.2459
                                                                             50
                                                                         1.6162
                                                                         2.4488
                                                                               
                                                                             75
                                                                         1.9100
                                                                         3.2673
                                                                             51
                                                                         1.6245
                                                                         2.4848
                                                                               
                                                                             76
                                                                         1.9288
                                                                         3.3478
                                                                             52
                                                                         1.6329
                                                                         2.5006
                                                                               
                                                                             77
                                                                         1.9488
                                                                         3.4174
                                                                             53
                                                                         1.6415
                                                                         2.5052
                                                                               
                                                                             78
                                                                         1.9700
                                                                         3.5202
                                                                             54
                                                                         1.6503
                                                                         2.5279
                                                                               
                                                                             79
                                                                         1.9925
                                                                         3.5744
                                                                             55
                                                                         1.6593
                                                                         2.5614
                                                                               
                                                                             80
                                                                         2.0166
                                                                         3.6329
                                                                             56
                                                                         1.6685
                                                                         2.5848
                                                                               
                                                                             81
                                                                         2.0423
                                                                         3.6905
                                                                             57
                                                                         1.6779
                                                                         2.5888
                                                                               
                                                                             82
                                                                         2.0701
                                                                         3.8080
                                                                             58
                                                                         1.6875
                                                                         2.6160
                                                                               
                                                                             83
                                                                         2.1001
                                                                         3.9505
                                                                             59
                                                                         1.6974
                                                                         2.6581
                                                                               
                                                                             84
                                                                         2.1328
                                                                         4.0398
                                                                             60
                                                                         1.7075
                                                                         2.6866
                                                                               
                                                                             85
                                                                         2.1684
                                                                         4.1127
                                                                             61
                                                                         1.7179
                                                                         2.7341
                                                                               
                                                                             86
                                                                         2.2077
                                                                         4.2824
                                                                             62
                                                                         1.7286
                                                                         2.7834
                                                                               
                                                                             87
                                                                         2.2512
                                                                         4.4940
                                                                             63
                                                                         1.7397
                                                                         2.8272
                                                                               
                                                                             88
                                                                         2.2999
                                                                         4.6078
                                                                             64
                                                                         1.7511
                                                                         2.8287
                                                                               
                                                                             89
                                                                         2.3548
                                                                         4.8573
                                                                             65
                                                                         1.7629
                                                                         2.8594
                                                                               
                                                                             90
                                                                         2.4174
                                                                         5.1165
                                                                             66
                                                                         1.7751
                                                                         2.8943
                                                                               
                                                                             91
                                                                         2.4898
                                                                         5.3844
                                                                             67
                                                                         1.7877
                                                                         2.9105
                                                                               
                                                                             92
                                                                         2.5749
                                                                         5.7457
                                                                             68
                                                                         1.8008
                                                                         2.9451
                                                                               
                                                                             93
                                                                         2.6769
                                                                         6.1704
                                                                             69
                                                                         1.8145
                                                                         3.0105
                                                                               
                                                                             94
                                                                         2.8021
                                                                         6.7178
                                                                             70
                                                                         1.8286
                                                                         3.0485
                                                                               
                                                                             95
                                                                         2.9610
                                                                         7.3492
                                                                               
                                                                               
                                                                               
                                                                               
                                                                               
                                                                               
                                                                               
[a] Diameter at RH/Dry Diameter
                                                                               
                                                                               
                                                                               
                                                                               

REFERENCES
Clegg, S.L.; Brimblecombe, P.; Wexler, A.S., A Thermodynamic Model of the System H[+]-NH4[+]-Na[+]-SO4[2-]-NO[3-]-Cl[-]-H2O at 298.15 K. J. Phys. Chem., 1998, 102, 2155-2171.
Lowenthal, D.H.; Kumar, N. PM2.5 Mass and Light Extinction Reconstruction in IMPROVE; J. Air & Waste Manage. Assoc., 2003, 53, 1109-1120.
Lowenthal, D.H.; Kumar, N. Light Scattering from Sea Salt Aerosols at IMPROVE Sites; J. Air & Waste Manage. Assoc., 2005 (in press).
McInnes, L.M.; Covert, D.S.; Quinn, P.K.; Germani, M.S. Measurements of Chloride Depletion and Sulfur Enrichment in Individual Sea-Salt Particles Collected from the Remote Marine Boundary Layer; J. Geophys. Res., 1994, 99, 8257-8268.
Pytkowicz, R.M.; Kester, D.R. The Physical Chemistry of Sea Water; Oceanogr. Mar. Biol. Ann. Rev., 1971, 9, 11-60.
Quinn, P.K.; Marshall, S.F.; Bates, T.S.; Covert, D.S.; Kapustin, V.N. Comparison of Measured and Calculated Aerosol Properties Relevant to the Direct Radiative Forcing ot Tropospheric Sulfate Aerosol on Climate. J. Geophys. Res., 1995, 100, 8977-8991.
Quinn, P.K.; Kapustin, V.N.; Bates, T.S.; Covert, D.S. Chemical and Optical Properties of Marine Boundary Layer Aerosol Particles of the Mid-Pacific in Relation to Sources and Meteorological Transport; J. Geophys. Res., 1996, 101, 6931-6951.
Quinn, P.K.; Coffman, D.J.; Kapustin, V.N.; Bates, T.S.; Covert, D.S. Aerosol Optical Properties in the Marine Boundary Layer During the First Aerosol Characterization Experiment (ACE 1) and the Underlying Chemical and Physcial Aerosol Properties. J. Geophys. Res., 1998, 103, 16,547-16,563.
Tang, I.N.; Tridico, A.C.; Fung, K.H. Thermodynamic And Optical Properties of Sea Salt Aerosols; J. Geophys. Res., 1997, 102, 23,269-23,275.
USEPA. Draft Guidance for Tracking Progress Under the Regional Haze Rule; U.S. Environmental Protection Agency, Office of Air Quality Planning and Standards: Research Triangle Park, NC, September 27, 2001. Available at: Http:/Vista.Cira.Colostate.Edu/IMPROVE/Publications/Guidancedocs/Guidancedocs.Htm.
      



Organic Mass to Organic Carbon Ratio  

A factor of 1.4 is currently used in the "IMPROVE equation" to convert OC to organic mass (OM) to account for unmeasured elements (e.g. O, H, N) in OM. The value of 1.4 was based on an experiment conducted by Grosjean and Friedlander (1975) in urban Pasadena, CA in 1973.  They found that the carbon content of these samples averaged 73%.  White and Roberts (1977) suggested an OC to OM conversion factor (OM/OC) of 1.4 on the reciprocal of 0.73. Andrews et al. (2000) attempted to explain the reconstructed mass deficit during SEAVS (Southeastern Aerosol and Visibility Study) at Great Smoky Mountains National Park in terms of underestimation of OM.  

Turpin and Lim (2001) recommended the use of OM/OC factors of 1.6+-0.2 and 2.1 +-0.2 for urban and non-urban aerosol, respectively, based on the chemical structure of organics compounds found in such environments. This is consistent with an expectation that OM/OC ratio should increase as aerosols age during transport and photochemical reactions produce secondary organic compounds that are more oxygenated than their primary precursors.  Krivácsy et al. (2001) isolated the polar, water-soluble organic carbon fraction of aerosols from the Jungfraujoch, Switzerland using solid phase extraction.  An OM/OC ratio of 1.91 was inferred from elemental composition (C, N, H, and S).  Poirot and Husar (2004) found that agreement between reconstructed and measured PM2.5 was closer with an OM/OC ratio of 1.8 than with the factor of 1.4 for samples from the IMPROVE and STN networks in the northeastern U.S. during summer, 2002, when large impacts from forest fires in Quebec were observed. Malm et al. (2005) found that PM2.5 mass and light scattering closure was achieved assuming an OM/OC ratio of 1.8 during a two-month study at Yosemite National Park in summer, 2002. El-Zanan et al. (2005) derived OM/OC ratios of 1.92+-0.40 from solvent extracts of archived filter samples from five IMPROVE sites and 2.07+-0.32 from chemical mass balance in 40,532 daily IMPROVE samples at 50 sites from 1988-2003.

While additional experimental work is needed to further explore this issue, it is clear that an OC conversion factor or 1.4 is not applicable for remote U.S. national parks.  A consensus value of 1.8 is recommended for use in the proposed new algorithm. 
      
REFERENCES
Andrews, E., Saxena, P., Musarra, S., Hildemann, L.M., Koutrakis, P., McMurry, P.H., Olmez, I., and White, W.H., 2000: Concentration and composition of atmospheric aerosols from the 1995 SEAVS experiment and a review of the closure between chemical and gravimetric measurements. J. Air & Waste Manage. Assoc. 50, 648-664.
Grosjean, D., and Friedlander, S. K. 1975: Gas-particle distribution factors for organic and other pollutants in the Los Angeles atmosphere. J. Air Pollut. Control Assoc., 25, 1038-1044.
Krivácsy, Z., Gelencsér, A., Kiss, G., Mézáros, E., Molnár, A., Hoffer, A., Mézáros, T., Sárvári, Z., Temesi, D., Varga, B., Baltensperger, U., Nyeki, S., and Weingartner, E., 2001: Study on the chemical character of water soluble organic compounds in fine atmospheric aerosol at the Jungfraujoch. J. Atmos. Chem., 39, 235-259. 
Malm, W.C., Day, D.E., Carrico, C., Kreidenweis, S.M., Collett, J.L., Jr., McMeeking, G., Lee, and Carillo, J., 2005: Intercomparison and closure calculations using measurements of aerosol species and optical properties during the Yosemite Aerosol Characterization Study, J. Geophys. Res., doi:10.1029/2004JD005494, in press.
Poirot, R.L., and Husar, R.B., 2004: Chemical and physical characteristics of wood smoke in the northeastern U.S. during July 2002: Impacts from Quebec forest fires, Paper #94, A&WMA Specialty Conference: Regional and Global Perspectives on Haze: Causes, Consequences and Controversies, Ashville, NC, October 25-29, 2004.
Turpin, B.J., and Lim, H.-J., 2001: Contributions to PM2.5 mass concentrations: revisiting common assumptions for estimating organic mass. Aerosol. Sci. Technol., 35, 602-610.
White, W. H., and Roberts P. T., 1977: On the nature and origins of visibility-reducing aerosols in the Los Angeles air basin. Atmos. Environ., 11, 803-812.

Split Component Extinction Efficiency Model

Concentration-Varying Dry Scattering Efficiencies 
The current IMPROVE algorithm employs dry scattering efficiencies (E) of 3 m[2]/g for ammonium sulfate and ammonium nitrate and 4 m[2]/g for organic matter (OM). Data from IMPROVE special studies suggest that dry extinction efficiencies are variable.  Lowenthal and Kumar (2005) found that PM2.5 mass scattering efficiencies increased with increasing levels of particle light scattering and mass concentration.  This was attributed to growth of the dry particle size distribution into size ranges with higher scattering efficiencies under more-polluted conditions, which is related to a higher degree of cloud processing during transport.  Malm et al. (2003) estimated dry ammoniated sulfate scattering efficiencies ranging from 2.4-4.1 m[2]/g during the Big Bend Aerosol and Visibility Observational Study (BRAVO).  A weak relationship between efficiency and ammoniated sulfate mass concentration was reported.  

The proposed new IMPROVE algorithm accounts for the increase of ammonium sulfate/ammonium nitrate and organic matter (OM) efficiencies with concentration using a simple mixing model where the concentrations of ammonium sulfate, ammonium nitrate, and OM are each comprised of external mixtures of mass in small and large particle size modes.  The large mode represents aged and/or cloud processed particles, while the small mode represents freshly formed particles. These size modes are described by log-normal mass size distributions with geometric mean diameters (Dg) and geometric standard deviations (σg) of 0.2 um and 2.2 for small mode and 0.5 um and 1.5 for the large mode, respectively.  The dry PM2.5 scattering efficiencies for small- and large-mode ammonium sulfate (2.2 and 4.8 m[2]/g), ammonium nitrate (2.4 and 5.1 m[2]/g), and OM (2.8 and 6.1 m[2]/g) were calculated using Mie theory at a wavelength of 550 nm based on the log-normal mass size distribution parameters described above.  The ammonium sulfate, ammonium nitrate, and OM densities and refractive indexes used in this calculation are 1.77, 1.73, and 1.4 g/cm[3], respectively, and 1.53+i0, 1.55+i0, and 1.55+i0, respectively.  No attempt was made to account for possible difference in composition between the two size modes of these particles.

f(RH)
The current IMPROVE algorithm applies a  single f(RH) curve to ammonium sulfate and ammonium nitrate scattering which is based on a hygroscopic growth curve (D(RH)/D(Dry)) (particle diameter at ambient RH divided by the dry particle diameter) for pure ammonium sulfate that was smoothed between the deliquescence and efflorescence branches (USEPA, 2001).  The proposed new IMPROVE algorithm contains f(RH) curves for small- and large-mode ammonium sulfate that are also applied to small and large mode ammonium nitrate.  The f(RH) for OM is assumed to be one at all RH for small and large OM modes.  The f(RH) for ammonium sulfate and ammonium nitrate are based on the hygroscopic growth curve for pure ammonium sulfate derived from the AIM thermodynamic equilibrium model (Clegg et al., 1998). This growth curve represents the upper branch, also referred to as the efflorescence or hysteresis branch, of the ammonium sulfate growth curve. The upper branch is used because deliquescence is rarely observed in the environment. Because pure ammonium sulfate crystallizes at 37% RH, it is assumed that there is no hygroscopic growth and that the f(RH) is one below this RH. 

Dry (RH=0%) light scattering (bsp(Dry)) was calculated using Mie theory for small- and large-mode ammonium sulfate.   Light scattering at RH = 37-95% at unit RH intervals (bsp(RH)) was calculated by applying the AIM ammonium sulfate growth curve to the small and large dry mode size distributions using Mie theory, accounting for the change in particle volume and refractive index from the addition of water.  The f(RH), defined as bsp(RH)/bsp(Dry), are listed in Table 9 for the small (f(S)RH) and large (f(L)RH) modes.  Values are presented to RH = 95%, to which higher RH are "rolled back" under the Regional Haze Rule protocol (USEPA, 2001). The same f(RH) are applied to small- and large-mode ammonium sulfate and ammonium nitrate.

Table 9. Water growth for the small and large sized distribution sulfate and nitrate components.
                                    RH (%)
                                    fS(RH)
                                    fL(RH)
                                       
                                    RH (%)
                                    fS(RH)
                                    fL(RH)
                                       
                                    RH (%)
                                    fS(RH)
                                    fL(RH)
                                    0 to 36
                                     1.00
                                     1.00
                                       
                                      56
                                     1.78
                                     1.61
                                       
                                      76
                                     2.60
                                     2.18
                                      37
                                     1.38
                                     1.31
                                       
                                      57
                                     1.81
                                     1.63
                                       
                                      77
                                     2.67
                                     2.22
                                      38
                                     1.40
                                     1.32
                                       
                                      58
                                     1.83
                                     1.65
                                       
                                      78
                                     2.75
                                     2.27
                                      39
                                     1.42
                                     1.34
                                       
                                      59
                                     1.86
                                     1.67
                                       
                                      79
                                     2.84
                                     2.33
                                      40
                                     1.44
                                     1.35
                                       
                                      60
                                     1.89
                                     1.69
                                       
                                      80
                                     2.93
                                     2.39
                                      41
                                     1.46
                                     1.36
                                       
                                      61
                                     1.92
                                     1.71
                                       
                                      81
                                     3.03
                                     2.45
                                      42
                                     1.48
                                     1.38
                                       
                                      62
                                     1.95
                                     1.73
                                       
                                      82
                                     3.15
                                     2.52
                                      43
                                     1.49
                                     1.39
                                       
                                      63
                                     1.99
                                     1.75
                                       
                                      83
                                     3.27
                                     2.60
                                      44
                                     1.51
                                     1.41
                                       
                                      64
                                     2.02
                                     1.78
                                       
                                      84
                                     3.42
                                     2.69
                                      45
                                     1.53
                                     1.42
                                       
                                      65
                                     2.06
                                     1.80
                                       
                                      85
                                     3.58
                                     2.79
                                      46
                                     1.55
                                     1.44
                                       
                                      66
                                     2.09
                                     1.83
                                       
                                      86
                                     3.76
                                     2.90
                                      47
                                     1.57
                                     1.45
                                       
                                      67
                                     2.13
                                     1.86
                                       
                                      87
                                     3.98
                                     3.02
                                      48
                                     1.59
                                     1.47
                                       
                                      68
                                     2.17
                                     1.89
                                       
                                      88
                                     4.23
                                     3.16
                                      49
                                     1.62
                                     1.49
                                       
                                      69
                                     2.22
                                     1.92
                                       
                                      89
                                     4.53
                                     3.33
                                      50
                                     1.64
                                     1.50
                                       
                                      70
                                     2.26
                                     1.95
                                       
                                      90
                                     4.90
                                     3.53
                                      51
                                     1.66
                                     1.52
                                       
                                      71
                                     2.31
                                     1.98
                                       
                                      91
                                     5.35
                                     3.77
                                      52
                                     1.68
                                     1.54
                                       
                                      72
                                     2.36
                                     2.01
                                       
                                      92
                                     5.93
                                     4.06
                                      53
                                     1.71
                                     1.55
                                       
                                      73
                                     2.41
                                     2.05
                                       
                                      93
                                     6.71
                                     4.43
                                      54
                                     1.73
                                     1.57
                                       
                                      74
                                     2.47
                                     2.09
                                       
                                      94
                                     7.78
                                     4.92
                                      55
                                     1.76
                                     1.59
                                       
                                      75
                                     2.54
                                     2.13
                                       
                                      95
                                     9.34
                                     5.57


REFERENCES
	Clegg, S.L.; Brimblecombe, P.; Wexler, A.S., A Thermodynamic Model of the System H[+]-NH4[+]-Na[+]-SO4[2-]-NO[3-]-Cl[-]-H2O at 298.15 K. J. Phys. Chem., 1998, 102, 2155-2171.
	Lowenthal, D.H.; Kumar, N., 2004: Variation of Mass Scattering Efficiencies in IMPROVE; J. Air & Waste Manage. Assoc., 2005, 54, 926-934.
	Malm, W.C.; Day, D.E.; Kreidenweis, S.M.; Collett, J.L.; Lee, T. Humidity-dependent optical properties of fine particles during the Big Bend Regional Aerosol and Visibility Study. J. Geophys. Res., 2003, 108, 4279, doi: 10.1029/2002JD002998.
	USEPA. Draft Guidance for Tracking Progress Under the Regional Haze Rule; U.S. Environmental Protection Agency, Office of Air Quality Planning and Standards: Research Triangle Park, NC, September 27, 2001. Available at: Http:/Vista.Cira.Colostate.Edu/IMPROVE/Publications/Guidancedocs/Guidancedocs.Htm.

Site Specific Rayleigh Scattering

Rayleigh scattering refers to the scattering of light from the molecules of the air, and a constant value of 10 Mm-1 is used in the current IMPROVE algorithm.  However, Rayleigh scattering depends on the density of the air and thus varies with temperature and pressure.  Site-specific Rayleigh scattering was estimated using a Rayleigh Scattering Calculator developed by Air Resource Specialists, Inc. that calculates Rayleigh scattering as a function of temperature and pressure.  For each IMPROVE site, we used the standard U.S. atmospheric pressure corresponding to the monitoring site elevation, and an estimated annual mean temperature. The temperature data were obtained from the nearest weather stations for time periods encompassing 10 to 30 years and were interpolated to the monitoring site location. Table A2 (at the end of the document) shows the site-specific Rayleigh scattering calculated using this procedure.  The recommended integer-rounded site-specific values are shown in the last column of the table.  They range from 12Mm[-1] for sites near sea level to 8Mm[-1] for sites at about 12,000 feet elevation.

NO2 Absorption

The NO2 absorption efficiency term (i.e. 0.33Mm[-1]/ppm) in the proposed new algorithm is a photopic-weighted absorption efficiency value (PAENO2).  It was calculated by dividing the sum of the products of the relative observer photopic response values (PR()) for viewing an image of 2[o] angular size and the spectral NO2 absorption efficiency values (AE()) by the sum of the photopic response values, as shown in the equation below.  

                                       

The spectral NO2 absoption efficiency values are from Dixon (1940) and available in PLUVUE Users Manual (1980), where they were giving in 10ηm increments that were interpolated to generate 1ηm values. The photopic response values are from the CIE Ybar function downloaded directly from the CVRL Color and Vision database.  Both are shown in the figure below.


REFERENCES
J.K. Dixon, "The Absorption Coefficient of Nitrogen Dioxide in the Visible Spectrum", Journal of Chemical Physics, Volume 8, February, 1940. pp 157-161

Draft Final Report: User's Manual For The Plume Visibility Model (PLUVUE), July, 1980, Systems Applications, Inc.

CVRL Color & Vision database, CIE (1931) 2-deg color matching function, http://www-cvrl.ucsd.edu/cmfs.htm
Table A1.  IMPROVE monitoring sites with nephelometers used to evaluate algorithm performance.
                                 Abbreviation
                                     Name
                                     State
ACAD
Acadia National Park
Maine
BIBE
Big Bend National Park
Texas
BOWA
Boundary Waters Canoe Area
Minnesota
CORI
Columbia River Gorge
Washington
DOSO
Dolly Sods/Otter Creek Wilderness
West Virgina
GICI
Gila Wilderness
New Mexico
GRCA
Grand Canyon National Park
Arizona
GRGU
Great Gulf Wilderness
New Hampshire
GRSM
Great Smoky Mountains
Tennessee
JARB
Jarbidge Wilderness
Nevada
LOPE
Lone Peak Wilderness
Utah
LYBR
Lye Brook Wilderness
Vermont
MACA
Mammoth Cave National Park
Kentucky
MORA
Mount Rainier National Park
Washington
MOZI
Mount Zirkel Wilderness
Colorado
OKEF
Okefenokee National Wildlife Refuge
Florida
SHEN
Shenandoah National Park
Virginia
SHRO
Shining Rock Wilderness
North Carolina
SNAP
Snoqualamie Pass Wilderness
Washington
THIS
Three Sisters Wilderness
Oregon
UPBU
Upper Buffalo Wilderness
Arkansas



Table A2.  Site-specific Rayleigh values for all IMPROVE monitoring sites.  Revised algorithm uses values rounded to whole integer values (last column).
Monitoring Site Name
                                Elevation (ft)
Lati-tude
Longi-tude
Standard U.S. Atmo-spher Temp. (C)
Standard U.S. Atmo-sphere Pressure (mb)
Rayleigh at Standard Atmo-sphere (Mm[-1])
Annual Average Temp. (C)
Corrected Rayleigh (Mm[-1])
Corrected Rayleigh rounded to integer (Mm[-1])
Acadia National Park
                                                                            492
                                                                           44.4
                                                                           68.3
                                     14.2
                                      997
                                     11.5
                                      7.4
                                     11.8
                                      12
Addison Pinnacle
                                                                           1732
                                                                           42.1
                                                                           77.2
                                     11.8
                                      951
                                     11.0
                                      7.1
                                     11.2
                                      11
Agua Tibia
                                                                           1663
                                                                           33.5
                                                                            117
                                     11.9
                                      954
                                     11.1
                                     16.7
                                     10.9
                                      11
Arches National Park
                                                                           5648
                                                                           38.8
                                                                          109.6
                                       4
                                      820
                                      9.8
                                     10.0
                                      9.6
                                      10
Arendtsville
                                                                            879
                                                                           39.9
                                                                           77.3
                                     13.5
                                      983
                                     11.3
                                     10.4
                                     11.5
                                      11
Badlands National Park
                                                                           2414
                                                                           43.7
                                                                          101.9
                                     10.4
                                      927
                                     10.8
                                     10.3
                                     10.8
                                      11
Bandelier National Monument
                                                                           6517
                                                                           35.8
                                                                          106.3
                                      2.3
                                      793
                                      9.5
                                      8.7
                                      9.3
                                       9
Big Bend National Park
                                                                           3526
                                                                           29.3
                                                                          103.2
                                      8.2
                                      889
                                     10.5
                                     19.4
                                     10.1
                                      10
Bliss State Park (TRPA)
                                                                           6940
                                                                             39
                                                                          120.1
                                      1.4
                                      780
                                      9.4
                                      4.5
                                      9.3
                                       9
Bondville
                                                                            692
                                                                           40.1
                                                                           88.4
                                     13.8
                                      990
                                     11.4
                                     11.0
                                     11.5
                                      12
Bosque del Apache
                                                                           4536
                                                                           33.9
                                                                          106.9
                                      6.2
                                      855
                                     10.1
                                     14.0
                                      9.9
                                      10
Boundary Waters Canoe Area
                                                                           1719
                                                                           47.9
                                                                           91.5
                                     11.8
                                      952
                                     11.1
                                      2.4
                                     11.4
                                      11
Breton
                                                                              7
                                                                           29.1
                                                                           89.2
                                     15.2
                                     1016
                                     11.7
                                     21.0
                                     11.4
                                      11
Bridger Wilderness
                                                                           8551
                                                                             43
                                                                          109.8
                                     -1.7
                                      734
                                      9.0
                                      2.0
                                      8.8
                                       9
Bridgton
                                                                            794
                                                                           44.1
                                                                           70.7
                                     13.6
                                      986
                                     11.4
                                      6.1
                                     11.7
                                      12
Brigantine National Wildlife Refuge
                                                                             16
                                                                           39.5
                                                                           74.4
                                     15.2
                                     1015
                                     11.6
                                     12.7
                                     11.8
                                      12
Brooklyn Lake
                                                                          10483
                                                                           41.4
                                                                          106.2
                                     -5.6
                                      682
                                      8.4
                                      0.5
                                      8.2
                                       8
Bryce Canyon National Park
                                                                           8125
                                                                           37.6
                                                                          112.2
                                     -0.9
                                      746
                                      9.1
                                      4.1
                                      8.9
                                       9
Cabinet Mountains
                                                                           4704
                                                                             48
                                                                          115.7
                                      5.9
                                      850
                                     10.1
                                      3.2
                                     10.2
                                      10
Cadiz
                                                                            617
                                                                           36.8
                                                                           87.9
                                      14
                                      992
                                     11.4
                                     13.8
                                     11.4
                                      11
Caney Creek
                                                                           2263
                                                                           34.5
                                                                           94.1
                                     10.7
                                      932
                                     10.9
                                     13.1
                                     10.8
                                      11
Canyonlands National Park
                                                                           5901
                                                                           38.5
                                                                          109.8
                                      3.5
                                      812
                                      9.7
                                     11.5
                                      9.4
                                       9
Cape Cod
                                                                            134
                                                                             42
                                                                             70
                                     14.9
                                     1011
                                     11.6
                                      9.8
                                     11.8
                                      12
Cape Romain National Wildlife Refuge
                                                                             10
                                                                           32.9
                                                                           79.7
                                     15.2
                                     1016
                                     11.7
                                     17.9
                                     11.5
                                      12
Capitol Reef (CAPI1)
                                                                           6199
                                                                           38.3
                                                                          111.3
                                      2.9
                                      803
                                      9.6
                                      9.2
                                      9.4
                                       9
Capitol Reef (CARE1)+F76
                                                                           6199
                                                                           38.3
                                                                          111.3
                                      2.9
                                      803
                                      9.6
                                      9.2
                                      9.4
                                       9
Casco Bay
                                                                             49
                                                                           43.8
                                                                           70.1
                                     15.1
                                     1014
                                     11.6
                                      7.6
                                     11.9
                                      12
Chassahowitzka National Wildlife
                                                                              7
                                                                           28.7
                                                                           82.6
                                     15.2
                                     1016
                                     11.7
                                     21.4
                                     11.4
                                      11
Chiricahua National Monument
                                                                           5150
                                                                             32
                                                                          109.4
                                       5
                                      835
                                      9.9
                                     15.5
                                      9.6
                                      10
Cohutta
                                                                           2437
                                                                           34.8
                                                                           84.6
                                     10.4
                                      926
                                     10.8
                                     11.9
                                     10.8
                                      11
Columbia Gorge
                                                                            738
                                                                           45.6
                                                                          122.2
                                     13.7
                                      988
                                     11.4
                                     11.6
                                     11.5
                                      11
Columbia River Gorge
                                                                            659
                                                                           45.7
                                                                            121
                                     13.9
                                      991
                                     11.4
                                     10.5
                                     11.6
                                      12
Connecticut Hill
                                                                           1656
                                                                           42.4
                                                                           76.7
                                     11.9
                                      954
                                     11.1
                                      7.0
                                     11.3
                                      11
Crater Lake National Park
                                                                           6439
                                                                           42.9
                                                                          122.1
                                      2.4
                                      795
                                      9.6
                                      3.2
                                      9.5
                                      10
Craters of the Moon NM(US DOE)
                                                                           5960
                                                                           43.5
                                                                          113.6
                                      3.4
                                      810
                                      9.7
                                      6.2
                                      9.6
                                      10
Death Valley Monument
                                                                            410
                                                                           36.5
                                                                          116.8
                                     14.4
                                     1000
                                     11.5
                                     22.6
                                     11.2
                                      11
Denali National Park
                                                                           2158
                                                                           63.7
                                                                            149
                                     10.9
                                      936
                                     10.9
                                     -3.0
                                     11.5
                                      11
Dolly Sods /Otter Creek Wilderness
                                                                           3798
                                                                           39.1
                                                                           79.4
                                      7.7
                                      879
                                     10.4
                                      6.6
                                     10.4
                                      10
Dome Lands Wilderness
                                                                           2942
                                                                           35.7
                                                                          118.2
                                      9.4
                                      909
                                     10.6
                                     15.0
                                     10.4
                                      10
Dome Lands Wilderness
                                                                           3034
                                                                           35.7
                                                                          118.1
                                      9.2
                                      905
                                     10.6
                                     15.3
                                     10.4
                                      10
Everglades National Park
                                                                             10
                                                                           25.4
                                                                           80.7
                                     15.2
                                     1016
                                     11.7
                                     23.7
                                     11.3
                                      11
Gates of the Mountains
                                                                           7846
                                                                           46.8
                                                                          111.7
                                     -0.4
                                      754
                                      9.2
                                     -1.1
                                      9.2
                                       9
Gila Wilderness
                                                                           5825
                                                                           33.2
                                                                          108.2
                                      3.7
                                      814
                                      9.7
                                     10.6
                                      9.5
                                      10
Glacier National Park
                                                                           3211
                                                                           48.5
                                                                            114
                                      8.8
                                      899
                                     10.6
                                      5.7
                                     10.7
                                      11
Great Basin National Park
                                                                           6783
                                                                             39
                                                                          114.2
                                      1.8
                                      785
                                      9.5
                                      8.8
                                      9.2
                                       9
Great Gulf Wilderness
                                                                           1460
                                                                           44.3
                                                                           71.2
                                     12.3
                                      961
                                     11.1
                                      5.0
                                     11.4
                                      11
Great Sand Dunes National Monument
                                                                           8213
                                                                           37.7
                                                                          105.5
                                     -1.1
                                      744
                                      9.0
                                      6.0
                                      8.8
                                       9
Great Smoky Mountains National Park
                                                                           2673
                                                                           35.6
                                                                           83.9
                                      9.9
                                      918
                                     10.7
                                     11.2
                                     10.7
                                      11
Guadalupe Mountains National Park
                                                                           5491
                                                                           31.8
                                                                          104.8
                                      4.3
                                      825
                                      9.8
                                     15.2
                                      9.5
                                       9
Haleakala National Park
                                                                           3798
                                                                           20.8
                                                                          156.3
                                      7.7
                                      879
                                     10.4
                                     15.0
                                     10.1
                                      10
Hance Camp at Grand Canyon NP
                                                                           7436
                                                                             36
                                                                            112
                                      0.5
                                      766
                                      9.3
                                      6.6
                                      9.1
                                       9
Hawaii Volcanoes National Park
                                                                           3949
                                                                           19.4
                                                                          155.3
                                      7.4
                                      874
                                     10.3
                                     16.3
                                     10.0
                                      10
Hells Canyon
                                                                           2050
                                                                             45
                                                                          116.8
                                     11.1
                                      940
                                     10.9
                                     11.5
                                     10.9
                                      11
Hercules-Glades
                                                                           1394
                                                                           36.7
                                                                           92.9
                                     12.4
                                      964
                                     11.2
                                     13.7
                                     11.1
                                      11
Hillside
                                                                           4953
                                                                           34.4
                                                                            113
                                      5.4
                                      842
                                     10.0
                                      9.9
                                      9.8
                                      10
Hoover
                                                                           8416
                                                                           38.1
                                                                          119.2
                                     -1.5
                                      738
                                      9.0
                                      3.5
                                      8.8
                                       9
Hopi Point #1
                                                                           7098
                                                                           36.1
                                                                          112.2
                                      1.1
                                      776
                                      9.4
                                      7.6
                                      9.1
                                       9
Hopi Point #2 (High Sensitivity)
                                                                           7098
                                                                           36.1
                                                                          112.2
                                      1.1
                                      776
                                      9.4
                                      7.6
                                      9.1
                                       9
Ike's Backbone
                                                                           4274
                                                                           34.3
                                                                          117.9
                                      6.7
                                      864
                                     10.2
                                     14.0
                                     10.0
                                      10
Indian Gardens
                                                                           3824
                                                                           36.1
                                                                          112.1
                                      7.6
                                      879
                                     10.4
                                     16.7
                                     10.0
                                      10
Indian Gardens 2 (High Sensitivity)
                                                                           3824
                                                                           36.1
                                                                          112.1
                                      7.6
                                      879
                                     10.4
                                     16.7
                                     10.0
                                      10
Isle Royale National Park
                                                                            699
                                                                           47.9
                                                                           89.2
                                      14
                                      993
                                     11.4
                                      3.5
                                     11.8
                                      12
Isle Royale National Park (New)
                                                                            610
                                                                           47.5
                                                                           88.1
                                     13.8
                                      989
                                     11.4
                                      3.7
                                     11.9
                                      12
James River Face
                                                                            981
                                                                           37.6
                                                                           79.5
                                     13.3
                                      979
                                     11.3
                                     13.0
                                     11.3
                                      11
Jarbidge Wilderness
                                                                           6173
                                                                           41.9
                                                                          115.4
                                       3
                                      803
                                      9.6
                                      7.1
                                      9.5
                                       9
Jefferson/James River Face Wilderness
                                                                            918
                                                                           37.7
                                                                           79.4
                                     13.4
                                      981
                                     11.3
                                     13.1
                                     11.3
                                      11
Joshua Tree
                                                                           4028
                                                                           34.1
                                                                          116.4
                                      7.2
                                      872
                                     10.3
                                     14.9
                                     10.0
                                      10
Joshua Tree National Monument
                                                                           4028
                                                                           34.1
                                                                          116.4
                                      7.2
                                      872
                                     10.3
                                     14.9
                                     10.0
                                      10
Kaiser
                                                                           8439
                                                                           37.2
                                                                          119.2
                                     -1.5
                                      737
                                      9.0
                                      3.4
                                      8.8
                                       9
Kalmiopsis
                                                                            295
                                                                           42.6
                                                                          124.1
                                     14.6
                                     1005
                                     11.5
                                     13.1
                                     11.6
                                      12
Lassen Volcanic National Park
                                                                           5756
                                                                           40.5
                                                                          121.6
                                      3.8
                                      816
                                      9.8
                                      5.3
                                      9.7
                                      10
Lava Beds
                                                                           4818
                                                                           41.7
                                                                          121.5
                                      5.7
                                      846
                                     10.0
                                      8.7
                                      9.9
                                      10
Linville Gorge
                                                                           3234
                                                                             36
                                                                           81.9
                                      8.8
                                      898
                                     10.5
                                     10.0
                                     10.5
                                      11
Livonia
                                                                            977
                                                                           38.5
                                                                           86.3
                                     13.3
                                      979
                                     11.3
                                     12.2
                                     11.4
                                      11
Lone Peak Wilderness
                                                                           5799
                                                                           40.4
                                                                          111.7
                                      3.7
                                      815
                                      9.7
                                      9.1
                                      9.6
                                      10
Lostwood
                                                                           2270
                                                                           48.6
                                                                          102.4
                                     10.7
                                      932
                                     10.9
                                      3.2
                                     11.2
                                      11
Lye Brook Wilderness
                                                                           3300
                                                                           43.1
                                                                           73.1
                                      8.7
                                      896
                                     10.5
                                      2.4
                                     10.8
                                      11
Lynden
                                                                             92
                                                                             49
                                                                          122.6
                                      15
                                     1013
                                     11.6
                                     10.1
                                     11.8
                                      12
M.K. Goddard
                                                                           1269
                                                                           41.4
                                                                           80.1
                                     12.7
                                      968
                                     11.2
                                      9.0
                                     11.4
                                      11
Mammoth Cave National Park
                                                                            813
                                                                           37.1
                                                                           86.1
                                     13.6
                                      985
                                     11.4
                                     13.7
                                     11.4
                                      11
Mauna Loa National Observatory (MALO1)
                                                                          11152
                                                                           19.5
                                                                          155.6
                                     -6.9
                                      665
                                      8.3
                                      7.0
                                      7.9
                                       8
Meadview
                                                                           2959
                                                                             36
                                                                          114.1
                                      9.3
                                      908
                                     10.6
                                     16.2
                                     10.4
                                      10
Medicine Lake
                                                                           1984
                                                                           48.5
                                                                          104.5
                                     11.3
                                      942
                                     11.0
                                      4.8
                                     11.2
                                      11
Mesa Verde National Park
                                                                           7141
                                                                           37.2
                                                                          108.5
                                       1
                                      774
                                      9.4
                                      8.7
                                      9.1
                                       9
Mingo
                                                                            367
                                                                             37
                                                                           90.1
                                     14.5
                                     1002
                                     11.5
                                     14.3
                                     11.5
                                      12
Mohawk Mt.
                                                                           1745
                                                                           41.8
                                                                           73.3
                                     11.7
                                      951
                                     11.0
                                      6.3
                                     11.3
                                      11
Monture
                                                                           4241
                                                                           47.1
                                                                          113.2
                                      6.8
                                      865
                                     10.2
                                      3.5
                                     10.3
                                      10
Moosehorn NWR
                                                                            308
                                                                           45.1
                                                                           67.3
                                     14.6
                                     1004
                                     11.5
                                      6.0
                                     11.9
                                      12
Mount Baldy
                                                                           8243
                                                                           34.1
                                                                          109.4
                                     -1.1
                                      743
                                      9.0
                                      7.6
                                      8.8
                                       9
Mount Hood
                                                                           4398
                                                                           45.3
                                                                          121.8
                                      6.5
                                      860
                                     10.2
                                      4.3
                                     10.3
                                      10
Mount Rainier National Park
                                                                           1401
                                                                           46.8
                                                                          122.1
                                     12.4
                                      963
                                     11.2
                                      8.9
                                     11.3
                                      11
Mount Zirkel Wilderness
                                                                          10637
                                                                           40.5
                                                                          106.7
                                     -5.9
                                      678
                                      8.4
                                      0.2
                                      8.2
                                       8
Mount Zirkel Wilderness (Storm Peak)
                                                                          10562
                                                                           40.5
                                                                          106.7
                                     -5.7
                                      680
                                      8.4
                                      0.5
                                      8.2
                                       8
North Absaroka
                                                                           8134
                                                                           44.7
                                                                          109.4
                                     -0.9
                                      746
                                      9.1
                                     -0.9
                                      9.1
                                       9
North Cascades
                                                                           1889
                                                                           48.7
                                                                          121.1
                                     11.5
                                      946
                                     11.0
                                      7.2
                                     11.2
                                      11
Okefenokee National Wildlife Refuge
                                                                            161
                                                                           30.7
                                                                           82.1
                                     14.9
                                     1010
                                     11.6
                                     20.3
                                     11.4
                                      11
Old Town
                                                                            213
                                                                           44.9
                                                                           68.6
                                     14.8
                                     1008
                                     11.6
                                      6.2
                                     11.9
                                      12
Olympic
                                                                           1968
                                                                             48
                                                                            123
                                     11.3
                                      943
                                     11.0
                                     10.9
                                     11.0
                                      11
Organ Pipe
                                                                           1847
                                                                             32
                                                                            113
                                     11.5
                                      947
                                     11.0
                                     21.0
                                     10.7
                                      11
Pasayten
                                                                           5360
                                                                           48.4
                                                                          119.9
                                      4.6
                                      829
                                      9.9
                                      4.8
                                      9.9
                                      10
Petrified Forest National Park
                                                                           5796
                                                                           35.1
                                                                          109.8
                                      3.7
                                      815
                                      9.7
                                     11.7
                                      9.5
                                       9
Phoenix
                                                                           1109
                                                                           33.5
                                                                          112.1
                                      13
                                      974
                                     11.3
                                     23.4
                                     10.9
                                      11
Pinnacles National Monument
                                                                           1040
                                                                           36.5
                                                                          121.2
                                     13.1
                                      980
                                     11.3
                                     16.0
                                     11.2
                                      11
Point Reyes National Seashore
                                                                            279
                                                                           38.1
                                                                          122.9
                                     14.6
                                     1005
                                     11.6
                                     11.3
                                     11.7
                                      12
Presque Isle
                                                                            535
                                                                           46.7
                                                                             68
                                     14.1
                                      996
                                     11.5
                                      4.8
                                     11.8
                                      12
Proctor Maple R. F.
                                                                           1322
                                                                           44.5
                                                                           72.9
                                     12.6
                                      966
                                     11.2
                                      4.5
                                     11.5
                                      12
Puget Sound
                                                                            262
                                                                           47.6
                                                                          122.3
                                     14.7
                                     1006
                                     11.6
                                     10.7
                                     11.7
                                      12
Quabbin Summit
                                                                           1033
                                                                           42.3
                                                                           72.3
                                     13.2
                                      977
                                     11.3
                                      6.7
                                     11.6
                                      12
Quaker City
                                                                           1233
                                                                           39.9
                                                                           81.3
                                     12.8
                                      970
                                     11.2
                                      9.8
                                     11.3
                                      11
Queen Valley
                                                                           2158
                                                                           33.3
                                                                          111.3
                                     10.9
                                      936
                                     10.9
                                     21.8
                                     10.5
                                      11
Redwood National Park
                                                                            804
                                                                           41.6
                                                                          124.1
                                     13.6
                                      985
                                     11.4
                                      8.7
                                     11.6
                                      12
Rocky Mountain National Park
                                                                           9036
                                                                           40.3
                                                                          105.5
                                     -2.7
                                      721
                                      8.8
                                      1.9
                                      8.7
                                       9
Rocky Mountain National Park (Headquarters)
                                                                           7872
                                                                           40.4
                                                                          105.6
                                     -0.4
                                      753
                                      9.1
                                      5.5
                                      8.9
                                       9
Saguaro National Monument
                                                                           3060
                                                                           32.2
                                                                          110.7
                                      9.1
                                      904
                                     10.6
                                     18.1
                                     10.3
                                      10
Saguaro West
                                                                           2355
                                                                           32.2
                                                                          111.2
                                     10.5
                                      929
                                     10.8
                                     21.5
                                     10.4
                                      10
Salmon National Forest
                                                                           9145
                                                                           45.2
                                                                            114
                                     -2.9
                                      718
                                      8.8
                                     -7.6
                                      8.9
                                       9
Salt Creek
                                                                           3533
                                                                           33.5
                                                                          104.4
                                      8.2
                                      888
                                     10.5
                                     15.3
                                     10.2
                                      10
San Andres
                                                                           4674
                                                                           32.7
                                                                          106.5
                                      5.9
                                      851
                                     10.1
                                     13.3
                                      9.8
                                      10
San Gabriel
                                                                           5874
                                                                           34.3
                                                                            118
                                      3.6
                                      813
                                      9.7
                                     13.1
                                      9.4
                                       9
San Gorgonio Wilderness
                                                                           5592
                                                                           34.2
                                                                          116.9
                                      4.1
                                      821
                                      9.8
                                     12.0
                                      9.5
                                      10
San Pedro Parks
                                                                           9574
                                                                             36
                                                                          106.8
                                     -3.8
                                      706
                                      8.7
                                     -0.3
                                      8.6
                                       9
San Rafael
                                                                           3126
                                                                           34.7
                                                                            120
                                       9
                                      902
                                     10.6
                                     16.7
                                     10.3
                                      10
Sawtooth National Forest
                                                                           6494
                                                                           44.2
                                                                          114.9
                                      2.3
                                      794
                                      9.5
                                      1.1
                                      9.6
                                      10
Scoville
                                                                           4920
                                                                           43.7
                                                                            113
                                      5.4
                                      843
                                     10.0
                                      6.1
                                     10.0
                                      10
Seney
                                                                            708
                                                                           46.3
                                                                           85.9
                                     13.8
                                      989
                                     11.4
                                      5.8
                                     11.7
                                      12
Sequoia National Park
                                                                           1755
                                                                           36.5
                                                                          118.8
                                     11.7
                                      950
                                     11.0
                                     17.0
                                     10.8
                                      11
Shenandoah National Park
                                                                           3601
                                                                           38.5
                                                                           78.4
                                      8.1
                                      886
                                     10.4
                                      8.2
                                     10.4
                                      10
Shining Rock Wilderness
                                                                           5317
                                                                           35.4
                                                                           82.8
                                      4.7
                                      830
                                      9.9
                                      7.4
                                      9.8
                                      10
Sierra Ancha
                                                                           5232
                                                                           34.1
                                                                          110.9
                                      4.8
                                      833
                                      9.9
                                     12.5
                                      9.7
                                      10
Sikes
                                                                            148
                                                                           32.1
                                                                           92.4
                                     14.9
                                     1010
                                     11.6
                                     18.2
                                     11.5
                                      11
Simeonof
                                                                             98
                                                                           55.3
                                                                          160.5
                                      15
                                     1012
                                     11.6
                                      4.5
                                     12.1
                                      12
Sipsy Wilderness
                                                                            915
                                                                           34.3
                                                                           87.3
                                     13.4
                                      981
                                     11.3
                                     15.5
                                     11.2
                                      11
Snoqualamie Pass, Snoqualamie N.F
                                                                           3805
                                                                           47.4
                                                                          121.4
                                      7.7
                                      879
                                     10.4
                                      3.2
                                     10.5
                                      11
South Lake Tahoe
                                                                           6232
                                                                           38.9
                                                                            120
                                      2.8
                                      802
                                      9.6
                                      6.1
                                      9.5
                                      10
Spokane Res.
                                                                           1797
                                                                           47.9
                                                                          117.9
                                     11.6
                                      949
                                     11.0
                                     10.0
                                     11.1
                                      11
St. Marks
                                                                              7
                                                                           30.1
                                                                           84.2
                                     15.2
                                     1016
                                     11.7
                                     19.8
                                     11.5
                                      11
Starkey
                                                                           4126
                                                                           45.2
                                                                          118.5
                                       7
                                      869
                                     10.3
                                      4.2
                                     10.4
                                      10
Sula (Selway Bitteroot Wilderness)
                                                                           6242
                                                                           45.9
                                                                            114
                                      2.8
                                      801
                                      9.6
                                     -0.5
                                      9.7
                                      10
Swanquarter
                                                                              7
                                                                           35.5
                                                                           76.2
                                     15.2
                                     1016
                                     11.7
                                     16.9
                                     11.6
                                      12
Sycamore Canyon
                                                                           6691
                                                                           35.1
                                                                            112
                                      1.9
                                      788
                                      9.5
                                      9.8
                                      9.2
                                       9
Theodore Roosevelt
                                                                           2798
                                                                           46.9
                                                                          103.4
                                      9.7
                                      914
                                     10.7
                                      5.1
                                     10.9
                                      11
Three Sisters Wilderness
                                                                           2903
                                                                           44.3
                                                                            122
                                      9.4
                                      910
                                     10.7
                                      6.8
                                     10.8
                                      11
Tonto National Monument
                                                                           2578
                                                                           33.6
                                                                          111.1
                                     10.1
                                      921
                                     10.8
                                     18.7
                                     10.4
                                      10
Trapper Creek
                                                                            479
                                                                           62.3
                                                                          150.3
                                     14.3
                                      998
                                     11.5
                                      2.3
                                     12.0
                                      12
Trinity
                                                                           3303
                                                                           40.8
                                                                          122.8
                                      8.7
                                      896
                                     10.5
                                     12.9
                                     10.4
                                      10
Tuxedni
                                                                             33
                                                                             60
                                                                          152.6
                                     15.1
                                     1015
                                     11.6
                                      1.8
                                     12.2
                                      12
UL Bend
                                                                           2929
                                                                           47.6
                                                                          108.7
                                      9.4
                                      909
                                     10.6
                                      5.2
                                     10.8
                                      11
Upper Buffalo Wilderness
                                                                           2371
                                                                           35.8
                                                                           93.2
                                     10.5
                                      928
                                     10.8
                                     12.5
                                     10.8
                                      11
Virgin Islands National Park
                                                                            210
                                                                           18.3
                                                                           64.8
                                     14.8
                                     1008
                                     11.6
                                     26.1
                                     11.1
                                      11
Voyageurs National Park 1
                                                                           1138
                                                                           48.6
                                                                           93.2
                                     12.9
                                      973
                                     11.3
                                      3.1
                                     11.7
                                      12
Voyageurs National Park 2
                                                                           1407
                                                                           48.4
                                                                           92.8
                                     12.4
                                      963
                                     11.2
                                      2.6
                                     11.6
                                      12
Washington D.C.
                                                                             52
                                                                           38.9
                                                                             77
                                     15.1
                                     1014
                                     11.6
                                     14.5
                                     11.7
                                      12
Weminuche Wilderness
                                                                           9069
                                                                           37.7
                                                                          107.8
                                     -2.8
                                      720
                                      8.8
                                      1.5
                                      8.7
                                       9
Wheeler Peak
                                                                          11060
                                                                           36.6
                                                                          105.5
                                     -6.7
                                      667
                                      8.3
                                     -3.0
                                      8.2
                                       8
White Mountain
                                                                           6724
                                                                           33.5
                                                                          105.5
                                      1.9
                                      787
                                      9.5
                                      9.9
                                      9.2
                                       9
White Pass
                                                                           6002
                                                                           46.6
                                                                          121.4
                                      3.3
                                      809
                                      9.7
                                      1.4
                                      9.8
                                      10
White River National Forest
                                                                          11211
                                                                           39.2
                                                                          106.8
                                      -7
                                      663
                                      8.2
                                     -0.3
                                      8.0
                                       8
Wichita Mountains
                                                                           1699
                                                                           34.7
                                                                           98.7
                                     11.8
                                      952
                                     11.1
                                     15.7
                                     10.9
                                      11
Wind Cave
                                                                           4264
                                                                           43.6
                                                                          103.5
                                      6.7
                                      864
                                     10.2
                                      8.1
                                     10.2
                                      10
Yellowstone National Park 1
                                                                           7744
                                                                           44.6
                                                                          110.4
                                     -0.1
                                      757
                                      9.2
                                     -0.2
                                      9.2
                                       9
Yellowstone National Park 2
                                                                           7954
                                                                           44.6
                                                                          110.4
                                     -0.6
                                      751
                                      9.1
                                     -0.8
                                      9.1
                                       9
Yosemite National Park
                                                                           5297
                                                                           37.7
                                                                          119.7
                                      4.7
                                      831
                                      9.9
                                      8.0
                                      9.8
                                      10
Zion
                                                                           5068
                                                                           37.5
                                                                          113.2
                                      5.2
                                      838
                                     10.0
                                     13.2
                                      9.7
                                      10























































Table A3.  Mean light scattering and percent PM2.5 composition for the five major components for 20% best days as determined by measurement, the current IMPROVE algorithm and the proposed new algorithm.

Site

Mean Bsp (Mm-1)
Percent Ammonium Sulfate
Percent Ammonium Nitrate
percent OCM
Percent Soil
Percent Coarse
Percent EC
ACAD1
Measured
                                                                            6.3
                                                                             20
                                                                              3
                                                                             21
                                                                              4
                                                                             50
                                                                              3

IMPROVE
                                                                            8.6
                                                                             20
                                                                              3
                                                                             21
                                                                              4
                                                                             49
                                                                              3

NEW
                                                                            7.7
                                                                             20
                                                                              3
                                                                             22
                                                                              4
                                                                             49
                                                                              3
BIBE1
Measured
                                                                            6.3
                                                                             17
                                                                              2
                                                                             11
                                                                             10
                                                                             59
                                                                              2

IMPROVE
                                                                            8.7
                                                                             19
                                                                              2
                                                                             11
                                                                              9
                                                                             57
                                                                              2

NEW
                                                                            7.9
                                                                             18
                                                                              2
                                                                             11
                                                                              9
                                                                             57
                                                                              2
BOWA1
Measured
                                                                            5.4
                                                                             26
                                                                              3
                                                                             21
                                                                              5
                                                                             43
                                                                              2

IMPROVE
                                                                            7.7
                                                                             24
                                                                              2
                                                                             23
                                                                              5
                                                                             44
                                                                              2

NEW
                                                                            6.6
                                                                             26
                                                                              3
                                                                             20
                                                                              5
                                                                             44
                                                                              2
CORI1
Measured
                                                                            5.7
                                                                             10
                                                                              3
                                                                             17
                                                                              5
                                                                             61
                                                                              3

IMPROVE
                                                                            8.8
                                                                              9
                                                                              4
                                                                             18
                                                                              4
                                                                             62
                                                                              3

NEW
                                                                            8.4
                                                                             10
                                                                              4
                                                                             18
                                                                              5
                                                                             60
                                                                              4
DOSO1
Measured
                                                                             15
                                                                             26
                                                                              5
                                                                             20
                                                                              4
                                                                             42
                                                                              3

IMPROVE
                                                                             20
                                                                             24
                                                                              6
                                                                             20
                                                                              4
                                                                             42
                                                                              3

NEW
                                                                             19
                                                                             25
                                                                              6
                                                                             19
                                                                              4
                                                                             42
                                                                              3
GICL1
Measured
                                                                            2.9
                                                                             16
                                                                              2
                                                                             19
                                                                              8
                                                                             52
                                                                              3

IMPROVE
                                                                            4.9
                                                                             16
                                                                              2
                                                                             20
                                                                              8
                                                                             50
                                                                              3

NEW
                                                                            4.1
                                                                             17
                                                                              2
                                                                             20
                                                                              8
                                                                             48
                                                                              3
GRCA2
Measured
                                                                            2.0
                                                                             14
                                                                              3
                                                                             15
                                                                              9
                                                                             55
                                                                              2

IMPROVE
                                                                            2.8
                                                                             18
                                                                              4
                                                                             16
                                                                             11
                                                                             48
                                                                              3

NEW
                                                                            2.5
                                                                             18
                                                                              5
                                                                             15
                                                                             10
                                                                             48
                                                                              3
GRGU1
Measured
                                                                            5.4
                                                                             26
                                                                              3
                                                                             23
                                                                              2
                                                                             43
                                                                              2

IMPROVE
                                                                            8.0
                                                                             25
                                                                              4
                                                                             21
                                                                              3
                                                                             44
                                                                              3

NEW
                                                                            6.8
                                                                             25
                                                                              4
                                                                             22
                                                                              3
                                                                             44
                                                                              3
GRSM1
Measured
                                                                             15
                                                                             24
                                                                              6
                                                                             23
                                                                              4
                                                                             39
                                                                              4

IMPROVE
                                                                             20
                                                                             24
                                                                              6
                                                                             24
                                                                              4
                                                                             38
                                                                              4

NEW
                                                                             20
                                                                             25
                                                                              7
                                                                             23
                                                                              3
                                                                             38
                                                                              4
JARB1
Measured
                                                                            1.8
                                                                             11
                                                                              2
                                                                             21
                                                                              8
                                                                             56
                                                                              2

IMPROVE
                                                                            3.6
                                                                             12
                                                                              3
                                                                             22
                                                                              7
                                                                             54
                                                                              2

NEW
                                                                            3.2
                                                                             12
                                                                              3
                                                                             22
                                                                              7
                                                                             54
                                                                              2
LOPE1
Measured
                                                                            5.3
                                                                             12
                                                                              6
                                                                             19
                                                                              9
                                                                             50
                                                                              4

IMPROVE
                                                                            8.2
                                                                             12
                                                                              6
                                                                             18
                                                                             10
                                                                             50
                                                                              4

NEW
                                                                            7.2
                                                                             13
                                                                              7
                                                                             18
                                                                             10
                                                                             49
                                                                              4
LYBR1
Measured
                                                                            5.3
                                                                             24
                                                                              6
                                                                             25
                                                                              4
                                                                             38
                                                                              3

IMPROVE
                                                                            8.2
                                                                             24
                                                                              4
                                                                             27
                                                                              4
                                                                             38
                                                                              3

NEW
                                                                            7.0
                                                                             25
                                                                              5
                                                                             26
                                                                              4
                                                                             38
                                                                              3
MACA1
Measured
                                                                             18
                                                                             27
                                                                              7
                                                                             21
                                                                              4
                                                                             37
                                                                              3

IMPROVE
                                                                             22
                                                                             25
                                                                              9
                                                                             21
                                                                              4
                                                                             36
                                                                              4

NEW
                                                                             19
                                                                             26
                                                                              9
                                                                             20
                                                                              4
                                                                             37
                                                                              4
MORA1
Measured
                                                                            5.5
                                                                             14
                                                                              3
                                                                             31
                                                                              4
                                                                             45
                                                                              4

IMPROVE
                                                                            6.8
                                                                             14
                                                                              3
                                                                             27
                                                                              4
                                                                             49
                                                                              3

NEW
                                                                            6.2
                                                                             14
                                                                              3
                                                                             28
                                                                              4
                                                                             48
                                                                              4
MOZI1
Measured
                                                                            2.8
                                                                             12
                                                                              3
                                                                             18
                                                                              8
                                                                             57
                                                                              2

IMPROVE
                                                                            4.8
                                                                             13
                                                                              4
                                                                             18
                                                                              8
                                                                             55
                                                                              3

NEW
                                                                            4.1
                                                                             13
                                                                              4
                                                                             17
                                                                              7
                                                                             56
                                                                              3
OKEF1
Measured
                                                                             19
                                                                             21
                                                                              3
                                                                             19
                                                                              3
                                                                             50
                                                                              3

IMPROVE
                                                                             23
                                                                             20
                                                                              3
                                                                             19
                                                                              3
                                                                             52
                                                                              3

NEW
                                                                             21
                                                                             22
                                                                              3
                                                                             20
                                                                              3
                                                                             49
                                                                              3
SHEN1
Measured
                                                                             11
                                                                             27
                                                                             10
                                                                             18
                                                                              4
                                                                             39
                                                                              3

IMPROVE
                                                                             14
                                                                             26
                                                                             10
                                                                             19
                                                                              4
                                                                             38
                                                                              3

NEW
                                                                             13
                                                                             26
                                                                             10
                                                                             19
                                                                              4
                                                                             38
                                                                              3
SHRO1
Measured
                                                                            4.6
                                                                             16
                                                                              2
                                                                             21
                                                                              6
                                                                             53
                                                                              3

IMPROVE
                                                                            8.9
                                                                             19
                                                                              2
                                                                             22
                                                                              4
                                                                             50
                                                                              3

NEW
                                                                            8.0
                                                                             19
                                                                              2
                                                                             21
                                                                              4
                                                                             51
                                                                              3
SNPA1
Measured
                                                                            7.3
                                                                             14
                                                                              5
                                                                             22
                                                                              5
                                                                             49
                                                                              4

IMPROVE
                                                                           10.0
                                                                             13
                                                                              6
                                                                             26
                                                                              5
                                                                             44
                                                                              5

NEW
                                                                            8.7
                                                                             15
                                                                              7
                                                                             25
                                                                              5
                                                                             43
                                                                              5
THSI1
Measured
                                                                            5.4
                                                                             10
                                                                              2
                                                                             23
                                                                              4
                                                                             58
                                                                              3

IMPROVE
                                                                            7.1
                                                                             12
                                                                              3
                                                                             23
                                                                              5
                                                                             54
                                                                              3

NEW
                                                                            6.4
                                                                             11
                                                                              3
                                                                             22
                                                                              4
                                                                             57
                                                                              3
UPBU1
Measured
                                                                             13
                                                                             15
                                                                              4
                                                                             16
                                                                              5
                                                                             57
                                                                              2

IMPROVE
                                                                             14
                                                                             15
                                                                              6
                                                                             17
                                                                              5
                                                                             55
                                                                              2

NEW
                                                                             13
                                                                             15
                                                                              6
                                                                             17
                                                                              5
                                                                             55
                                                                              2


Table A4.  Mean light scattering and percent PM2.5 composition for the five major components for 20% worst days as determined by measurement, the current IMPROVE algorithm and the proposed new algorithm.
Site

Mean Bsp (Mm-1)
Percent Ammonium Sulfate
Percent Ammonium Nitrate
percent OCM
Percent Soil
Percent Coarse
Percent EC
ACAD1
Measured
                                                                             58
                                                                             34
                                                                              6
                                                                             22
                                                                              3
                                                                             32
                                                                              3

IMPROVE
                                                                             59
                                                                             34
                                                                              6
                                                                             21
                                                                              3
                                                                             33
                                                                              3

NEW
                                                                             62
                                                                             34
                                                                              6
                                                                             22
                                                                              3
                                                                             33
                                                                              3
BIBE1
Measured
                                                                             49
                                                                             34
                                                                              2
                                                                             16
                                                                              7
                                                                             39
                                                                              2

IMPROVE
                                                                             44
                                                                             33
                                                                              2
                                                                             15
                                                                              8
                                                                             41
                                                                              2

NEW
                                                                             46
                                                                             33
                                                                              2
                                                                             15
                                                                              8
                                                                             41
                                                                              2
BOWA1
Measured
                                                                             53
                                                                             25
                                                                             13
                                                                             23
                                                                              4
                                                                             32
                                                                              2

IMPROVE
                                                                             49
                                                                             27
                                                                             13
                                                                             22
                                                                              4
                                                                             32
                                                                              2

NEW
                                                                             45
                                                                             23
                                                                             13
                                                                             23
                                                                              4
                                                                             35
                                                                              2
CORI1
Measured
                                                                             56
                                                                             13
                                                                             11
                                                                             25
                                                                              5
                                                                             43
                                                                              3

IMPROVE
                                                                             48
                                                                             13
                                                                             10
                                                                             24
                                                                              5
                                                                             45
                                                                              3

NEW
                                                                             48
                                                                             12
                                                                             10
                                                                             24
                                                                              5
                                                                             46
                                                                              3
DOSO1
Measured
                                                                            109
                                                                             44
                                                                              2
                                                                             21
                                                                              3
                                                                             28
                                                                              2

IMPROVE
                                                                            105
                                                                             47
                                                                              2
                                                                             21
                                                                              3
                                                                             26
                                                                              2

NEW
                                                                            121
                                                                             46
                                                                              1
                                                                             20
                                                                              3
                                                                             29
                                                                              2
GICL1
Measured
                                                                             25
                                                                             18
                                                                              2
                                                                             25
                                                                              8
                                                                             44
                                                                              2

IMPROVE
                                                                             24
                                                                             19
                                                                              2
                                                                             26
                                                                              8
                                                                             43
                                                                              2

NEW
                                                                             23
                                                                             18
                                                                              2
                                                                             26
                                                                              9
                                                                             44
                                                                              2
GRCA2
Measured
                                                                             19
                                                                             16
                                                                              3
                                                                             19
                                                                             11
                                                                             50
                                                                              2

IMPROVE
                                                                             19
                                                                             11
                                                                              2
                                                                             18
                                                                             10
                                                                             57
                                                                              1

NEW
                                                                             18
                                                                             11
                                                                              2
                                                                             18
                                                                             10
                                                                             57
                                                                              1
GRGU1
Measured
                                                                             58
                                                                             35
                                                                              3
                                                                             24
                                                                              3
                                                                             33
                                                                              3

IMPROVE
                                                                             56
                                                                             36
                                                                              4
                                                                             25
                                                                              3
                                                                             30
                                                                              3

NEW
                                                                             59
                                                                             35
                                                                              3
                                                                             26
                                                                              3
                                                                             30
                                                                              3
GRSM1
Measured
                                                                            153
                                                                             52
                                                                              1
                                                                             22
                                                                              3
                                                                             20
                                                                              2

IMPROVE
                                                                            125
                                                                             51
                                                                              1
                                                                             22
                                                                              3
                                                                             21
                                                                              2

NEW
                                                                            163
                                                                             52
                                                                              1
                                                                             22
                                                                              3
                                                                             21
                                                                              2
JARB1
Measured
                                                                             24
                                                                              8
                                                                              3
                                                                             21
                                                                             12
                                                                             54
                                                                              2

IMPROVE
                                                                             21
                                                                              7
                                                                              3
                                                                             20
                                                                             12
                                                                             57
                                                                              1

NEW
                                                                             21
                                                                              7
                                                                              3
                                                                             21
                                                                             12
                                                                             57
                                                                              1
LOPE1
Measured
                                                                             35
                                                                             13
                                                                             14
                                                                             20
                                                                              9
                                                                             41
                                                                              3

IMPROVE
                                                                             33
                                                                             12
                                                                             15
                                                                             20
                                                                              9
                                                                             41
                                                                              3

NEW
                                                                             31
                                                                             11
                                                                             13
                                                                             21
                                                                              9
                                                                             42
                                                                              3
LYBR1
Measured
                                                                             83
                                                                             42
                                                                              8
                                                                             23
                                                                              4
                                                                             21
                                                                              3

IMPROVE
                                                                             75
                                                                             44
                                                                              7
                                                                             21
                                                                              4
                                                                             21
                                                                              3

NEW
                                                                             77
                                                                             45
                                                                              6
                                                                             22
                                                                              4
                                                                             21
                                                                              3
MACA1
Measured
                                                                            106
                                                                             42
                                                                             11
                                                                             23
                                                                              3
                                                                             19
                                                                              3

IMPROVE
                                                                             96
                                                                             42
                                                                              9
                                                                             22
                                                                              3
                                                                             21
                                                                              3

NEW
                                                                            102
                                                                             42
                                                                              7
                                                                             24
                                                                              3
                                                                             21
                                                                              3
MORA1
Measured
                                                                             42
                                                                             20
                                                                              3
                                                                             37
                                                                              5
                                                                             31
                                                                              4

IMPROVE
                                                                             42
                                                                             23
                                                                              4
                                                                             35
                                                                              5
                                                                             30
                                                                              4

NEW
                                                                             42
                                                                             20
                                                                              3
                                                                             37
                                                                              5
                                                                             32
                                                                              4
MOZI1
Measured
                                                                             24
                                                                             15
                                                                              4
                                                                             23
                                                                              8
                                                                             47
                                                                              2

IMPROVE
                                                                             21
                                                                             15
                                                                              4
                                                                             22
                                                                              8
                                                                             49
                                                                              2

NEW
                                                                             20
                                                                             13
                                                                              3
                                                                             24
                                                                              9
                                                                             49
                                                                              2
OKEF1
Measured
                                                                             87
                                                                             31
                                                                              3
                                                                             17
                                                                              4
                                                                             43
                                                                              2

IMPROVE
                                                                             75
                                                                             29
                                                                              3
                                                                             18
                                                                              6
                                                                             42
                                                                              2

NEW
                                                                             76
                                                                             31
                                                                              3
                                                                             17
                                                                              5
                                                                             42
                                                                              2
SHEN1
Measured
                                                                             95
                                                                             46
                                                                              4
                                                                             20
                                                                              4
                                                                             23
                                                                              3

IMPROVE
                                                                             94
                                                                             48
                                                                              5
                                                                             20
                                                                              3
                                                                             22
                                                                              2

NEW
                                                                            108
                                                                             47
                                                                              3
                                                                             21
                                                                              3
                                                                             24
                                                                              2
SHRO1
Measured
                                                                             77
                                                                             36
                                                                              5
                                                                             20
                                                                              7
                                                                             29
                                                                              3

IMPROVE
                                                                             63
                                                                             35
                                                                              3
                                                                             18
                                                                              7
                                                                             35
                                                                              3

NEW
                                                                             62
                                                                             36
                                                                              3
                                                                             20
                                                                              6
                                                                             32
                                                                              3
SNPA1
Measured
                                                                             46
                                                                             17
                                                                              7
                                                                             39
                                                                              5
                                                                             26
                                                                              5

IMPROVE
                                                                             36
                                                                             17
                                                                              7
                                                                             35
                                                                              6
                                                                             31
                                                                              5

NEW
                                                                             37
                                                                             15
                                                                              6
                                                                             37
                                                                              6
                                                                             32
                                                                              5
THSI1
Measured
                                                                             40
                                                                             12
                                                                              3
                                                                             40
                                                                              5
                                                                             38
                                                                              3

IMPROVE
                                                                             34
                                                                             12
                                                                              3
                                                                             36
                                                                              5
                                                                             41
                                                                              3

NEW
                                                                             37
                                                                             12
                                                                              2
                                                                             38
                                                                              5
                                                                             40
                                                                              3
UPBU1
Measured
                                                                            123
                                                                             42
                                                                              3
                                                                             20
                                                                              5
                                                                             27
                                                                              2

IMPROVE
                                                                            104
                                                                             41
                                                                              3
                                                                             20
                                                                              6
                                                                             29
                                                                              2

NEW
                                                                            124
                                                                             43
                                                                              2
                                                                             21
                                                                              5
                                                                             28
                                                                              2


