Difference between revisions of "Aerosol thermodynamical equilibrium"

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This page describes the aerosol thermodynamical equilbrium codes that are implemented into GEOS-Chem.  These are:
 
This page describes the aerosol thermodynamical equilbrium codes that are implemented into GEOS-Chem.  These are:
  
;RPMARES: An implementation of the MARS-A scheme of ''Binkowski and Roselle'' [2003].  This is currently the default option in GEOS-Chem.
+
;ISORROPIA II: Newer version of the ISORROPIA scheme of ''Fountoukis and Nenes'' [2007].  This version has been the default ATE option for [[GEOS-Chem v8-03-01]] and higher versions.
;ISORROPIA I: Previous version of the ISORROPIA scheme of Thanos Nenes et al.  This version had been implemented into GEOS-Chem to replace the MARS-A scheme.  However, this version of ISORROPIA has [[#01-Apr-2008|a bug which gives incorrect results at low RH values]].  For this reason, we have reverted to the MARS-A algorithm in [[GEOS-Chem v8-01-01]] to present.
+
;RPMARES: An implementation of the MARS-A scheme of ''Binkowski and Roselle'' [2003].  This is an alternative option.
;ISORROPIA II: Newer version of the ISORROPIA scheme of Thanos Nenes et al.  This version shall be implemented into [[GEOS-Chem v8-02-05]] and higher versions.
+
;ISORROPIA I: Previous version of the ISORROPIA scheme of Thanos Nenes et al.  This version had been implemented into GEOS-Chem to replace the MARS-A scheme.  However, this version of ISORROPIA has [[#01-Apr-2008|a bug which gives incorrect results at low RH values]].  For this reason, we used the MARS-A algorithm in versions [[GEOS-Chem v8-01-01]] thru [[GEOS-Chem v8-03-01]].
 +
 
 +
== ISORROPIA II ==
 +
 
 +
This is an updated version of the ISORROPIA scheme [''Fountoukis and Nenes'', 2007], whose implementation into GEOS-Chem is described by [http://acmg.seas.harvard.edu/publications/pye/pye_2009.pdf ''Pye et al'' <nowiki>[2009]</nowiki>]For more information, please see  [[ISORROPIA II|our separate wiki page about ISORROPIA II]].
 +
 
 +
--[[User:Bmy|Bob Y.]] 16:08, 22 February 2010 (EST)
  
 
== RPMARES ==
 
== RPMARES ==
  
The reference document for the MARS-A scheme (the implementation of which in GEOS-Chem is called RPMARES) is
+
The RPMARES source code is contained in module <tt>rpmares_mod.f</tt>.  It is currently only activated if the sea salt species are omitted from the simulation.
  
 
=== Bug in sulfate_mod.f caused by switch to RPMARES ===
 
=== Bug in sulfate_mod.f caused by switch to RPMARES ===
 +
 +
<span style="color:green">'''''NOTE: This fix was standardized in [[GEOS-Chem v8-01-02]] and higher versions.'''''</span>
  
 
'''''[mailto:jaegle@atmos.washington.edu Lyatt Jaegl&eacute;] wrote:'''''
 
'''''[mailto:jaegle@atmos.washington.edu Lyatt Jaegl&eacute;] wrote:'''''
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:What is the best way of fixing this?  Should we simply set HNO3_vv to the monthly mean value of HNO3 read in GLOBAL_HNO3_MOD and bypass isorropia?
 
:What is the best way of fixing this?  Should we simply set HNO3_vv to the monthly mean value of HNO3 read in GLOBAL_HNO3_MOD and bypass isorropia?
  
'''''Bob Yantosca (yantosca@seas.harvard.edu) wrote:'''''
+
'''''[mailto:yantosca@seas.harvard.edu Bob Yantosca] wrote:'''''
  
 
:The simple thing seems to be something like this:
 
:The simple thing seems to be something like this:
Line 55: Line 63:
 
:You might want to doublecheck the unit conversion but I think that's right.
 
:You might want to doublecheck the unit conversion but I think that's right.
  
'''''NOTE: This fix was first introduced into [[GEOS-Chem v8-01-02]].'''''
+
--[[User:Bmy|Bob Y.]] 16:18, 22 February 2010 (EST)
 
+
--[[User:Bmy|Bob Y.]] 10:38, 26 June 2008 (EDT)
+
  
 
=== Run dies in RPMARES unexpectedly ===
 
=== Run dies in RPMARES unexpectedly ===
  
Colette L. Heald <heald@atmos.colostate.edu> reported a run dying silently in RPMARES.
+
[mailto:heald@atmos.colostate.edu Colette L. Heald] reported a run dying silently in RPMARES.
  
 
'''''[mailto:plesager@seas.harvard.edu Philippe Le Sager] wrote:'''''
 
'''''[mailto:plesager@seas.harvard.edu Philippe Le Sager] wrote:'''''
Line 96: Line 102:
  
 
=== Fix for floating point error in RPMARES ===
 
=== Fix for floating point error in RPMARES ===
 +
 +
<span style="color:green">'''''NOTE: This fix was standardized in [[GEOS-Chem v8-01-02]] and higher versions.'''''</span>
  
 
In [[GEOS-Chem_versions_under_development#v8-01-01|GEOS-Chem v8-01-01]], we have added a fix into routine RPMARES (in rpmares_mod.f) to avoid a floating point error that can occur under some conditions.   
 
In [[GEOS-Chem_versions_under_development#v8-01-01|GEOS-Chem v8-01-01]], we have added a fix into routine RPMARES (in rpmares_mod.f) to avoid a floating point error that can occur under some conditions.   
Line 147: Line 155:
 
:so then if either of the GAMANA or GAMAS1 variables that get returned from ACTCOF is zero (or smaller than a minimum value) then we don't continue the iteration but then reset to original values and exit the subroutine.  This definitely fixed the problem.
 
:so then if either of the GAMANA or GAMAS1 variables that get returned from ACTCOF is zero (or smaller than a minimum value) then we don't continue the iteration but then reset to original values and exit the subroutine.  This definitely fixed the problem.
  
'''''NOTE: This fix was first introduced into [[GEOS-Chem v8-01-02]].'''''
+
--[[User:Bmy|Bob Y.]] 16:18, 22 February 2010 (EST)
 
+
--[[User:Bmy|Bmy]] 16:21, 11 April 2008 (EDT)
+
  
 
=== Reverting to RPMARES due to ISORROPIA giving unrealistic values ===
 
=== Reverting to RPMARES due to ISORROPIA giving unrealistic values ===
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=== Comparison of RPMARES to ISORROPIA II ===
 
=== Comparison of RPMARES to ISORROPIA II ===
  
I was curious about the seemingly low global burden of nitrate I was getting from my simulation using RPMARES (0.18 Tg NO3, about 40% lower than other models and Pye [2009]). Havala Pye conducted a test of RPMARES vs. ISORROPIA II and found the same 40% difference (ISORROPIAII 0.35 Tg NO3, RPMARES 0.20 Tg NO3).
+
I was curious about the seemingly low global burden of nitrate I was getting from my simulation using RPMARES (0.18 Tg NO3, about 40% lower than other models and Pye [2009]). Havala Pye conducted a test of RPMARES vs. [[ISORROPIA II]] and found the same 40% difference (ISORROPIAII 0.35 Tg NO3, RPMARES 0.20 Tg NO3).
  
 
I assumed the difference was mainly due to ISORROPIA II including sea salt in the aerosol thermodynamic equilibrium calculation, while RPMARES does not. I conducted a test with ISORROPIA II, ISORROPIA II with artificially low sea salt concentrations, and RPMARES. Each simulation started from the same restart file and was run for one timestep so that the results could be compared. The global burdens were:
 
I assumed the difference was mainly due to ISORROPIA II including sea salt in the aerosol thermodynamic equilibrium calculation, while RPMARES does not. I conducted a test with ISORROPIA II, ISORROPIA II with artificially low sea salt concentrations, and RPMARES. Each simulation started from the same restart file and was run for one timestep so that the results could be compared. The global burdens were:
  
 
+
#ISORROPIA II: 0.27 Tg NO3
ISORROPIA II: 0.27 Tg NO3
+
#ISORROPIA II with low sea salt: 0.23 Tg NO3
 
+
#RPMARES: 0.20 Tg NO3
ISORROPIA II with low sea salt: 0.23 Tg NO3
+
 
+
RPMARES: 0.20 Tg NO3
+
 
+
  
 
The results show that sea salt plays in an important part in marine areas and a smaller role in the free troposphere.
 
The results show that sea salt plays in an important part in marine areas and a smaller role in the free troposphere.
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--[[User:Eml|Eric L.]] 10:42, 10 November 2009 (EST)
 
--[[User:Eml|Eric L.]] 10:42, 10 November 2009 (EST)
 
== ISORROPIA ==
 
 
'''''NOTE: ISORROPIA I is now obsolete.  It will be replaced by [[ISORROPIA II]] starting with [[GEOS-Chem v8-02-05]].''''' 
 
 
=== 01-Apr-2008 ===
 
 
The GEOS-5 met fields [[GEOS-5 issues|incorrectly reported the relative humidity (RH) field as fraction instead of percent.]]  Therefore...
 
 
'''''Bob Yantosca (yantosca@seas.harvard.edu) wrote:'''''
 
 
:... GEOS-Chem was expecting to read in RH in percent (0..100) but was actually reading in fraction (0..1).  Then when we got to the places where RH was used in the code (e.g. ISORROPIA, drydep_mod.f, sulfate_mod.f), we were dividing that by 100 again.  So then this would further reduce the maximum RH from order 1 to order 0.01. 
 
 
:One of the symptoms that we saw was that HNO3 (in many locations, though not all) was completely wiped out in the PBL. 
 
 
:Would you expect a reduction in HNO3 by ISORROPIA if it were given 100x too small RH?  Do you know if ISORROPIA would give junk results in this case?
 
 
'''''Havala Olson Taylor Pye (havala@caltech.edu) replied:'''''
 
 
:The current version of ISORROPIA in the code definitely has problems at low RH and this is one of my primary motivations for updating it. I found that under certain conditions, at low RH, ISORROPIA would convert all nitrate (HNO3 + NIT) to the aerosol phase which leads to significant overpredictions in NIT. In the attached plot, below an RH of about 0.30 (30%) all nitrate was converted to the aerosol phase (the total amounts of all the species and T are the same for each data point). So by multiplying the RH by 100 to correct it, you probably moved from a region where ISORROPIA makes no sense to a region where is actually gives good predictions. Hope this clears things up. I've been working on ISORROPIAII and it gives predictions very similar to RPMARES (as far as where nitrate concentrations are high and low) and very different from ISORROPIA currently in GEOS-Chem. Let me know if you want any more information.
 
 
:Havala
 
 
--[[User:Bmy|Bmy]] 13:15, 4 April 2008 (EDT)
 
 
== ISORROPIA II ==
 
 
This is an updated version of the ISORROPIA scheme [''Fountoukis and Nenes'', 2007], whose implementation into GEOS-Chem is described by [http://acmg.seas.harvard.edu/publications/pye/pye_2009.pdf ''Pye et al'' <nowiki>[2009]</nowiki>].  For more information, please see our separate wiki page on [[ISORROPIA II]].
 
 
--[[User:Bmy|Bob Y.]] 16:08, 22 February 2010 (EST)
 
  
 
== References ==
 
== References ==
Line 228: Line 200:
 
#Binkowski, F. S., and S. J. Roselle, ''Models-3 Community Multiscale Air Quality (CMAQ) model aerosol component: 1. Model description'', <u>J. Geophys. Res.</u>, '''108'''(D6), 4183, doi:10.1029/2001JD001409. 2003.
 
#Binkowski, F. S., and S. J. Roselle, ''Models-3 Community Multiscale Air Quality (CMAQ) model aerosol component: 1. Model description'', <u>J. Geophys. Res.</u>, '''108'''(D6), 4183, doi:10.1029/2001JD001409. 2003.
 
#Fountoukis, C., and A. Nenes (2007), ISORROPIA II: ''A computationally efficient thermodynamic equilibrium model for K+-Ca<sup>2+</sup>-Mg<sup>2+</sup>-NH<sub>4</sub><sup>+</sup>-Na<sup>+</sup>-SO<sub>4</sub><sup>2-</sup>NO<sub>3</sub><sup>-</sup>-Cl-H<sub>2</sub>O aerosols'', <u>Atmos. Chem. Phys.</u>, '''7'''(17), 46394659.
 
#Fountoukis, C., and A. Nenes (2007), ISORROPIA II: ''A computationally efficient thermodynamic equilibrium model for K+-Ca<sup>2+</sup>-Mg<sup>2+</sup>-NH<sub>4</sub><sup>+</sup>-Na<sup>+</sup>-SO<sub>4</sub><sup>2-</sup>NO<sub>3</sub><sup>-</sup>-Cl-H<sub>2</sub>O aerosols'', <u>Atmos. Chem. Phys.</u>, '''7'''(17), 46394659.
#Park, R. J., D. J. Jacob, B. D. Field, R. M. Yantosca, and M. Chin, ''Natural and transboundary pollution influences on sulfate-nitrate-ammonium aerosols in the United States: implications for policy'', <u>J. Geophys. Res.</u>, '''109''', D15204, 10.1029/2003JD004473, 2004. [http://acmg.seas.harvard.edu/publications/park2004.pdf PDF]
+
#Park, R. J., D. J. Jacob, B. D. Field, R. M. Yantosca, and M. Chin, ''Natural and transboundary pollution influences on sulfate-nitrate-ammonium aerosols in the United States: implications for policy'', <u>J. Geophys. Res.</u>, '''109''', D15204, 10.1029/2003JD004473, 2004. [http://acmg.seas.harvard.edu/publications/2004/park2004.pdf PDF]
#Pye, H. O. T., H. Liao, S. Wu, L. J. Mickley, D. J.Jacob, D. K. Henze, and J. H. Seinfeld, ''Effect of changes in climate and emissions on future sulfate-nitrate-ammonium aerosol levels in the United States'', <u>J. Geophys. Res.</u>, '''114''', D01205, 2009. [http://acmg.seas.harvard.edu/publications/pye/pye_2009.pdf PDF]
+
#Pye, H. O. T., H. Liao, S. Wu, L. J. Mickley, D. J.Jacob, D. K. Henze, and J. H. Seinfeld, ''Effect of changes in climate and emissions on future sulfate-nitrate-ammonium aerosol levels in the United States'', <u>J. Geophys. Res.</u>, '''114''', D01205, 2009. [http://acmg.seas.harvard.edu/publications/2009/pye_2009.pdf PDF]
  
 
--[[User:Bmy|Bob Y.]] 15:42, 22 February 2010 (EST)
 
--[[User:Bmy|Bob Y.]] 15:42, 22 February 2010 (EST)

Latest revision as of 16:27, 18 June 2019

This page describes the aerosol thermodynamical equilbrium codes that are implemented into GEOS-Chem. These are:

ISORROPIA II
Newer version of the ISORROPIA scheme of Fountoukis and Nenes [2007]. This version has been the default ATE option for GEOS-Chem v8-03-01 and higher versions.
RPMARES
An implementation of the MARS-A scheme of Binkowski and Roselle [2003]. This is an alternative option.
ISORROPIA I
Previous version of the ISORROPIA scheme of Thanos Nenes et al. This version had been implemented into GEOS-Chem to replace the MARS-A scheme. However, this version of ISORROPIA has a bug which gives incorrect results at low RH values. For this reason, we used the MARS-A algorithm in versions GEOS-Chem v8-01-01 thru GEOS-Chem v8-03-01.

ISORROPIA II

This is an updated version of the ISORROPIA scheme [Fountoukis and Nenes, 2007], whose implementation into GEOS-Chem is described by Pye et al [2009]. For more information, please see our separate wiki page about ISORROPIA II.

--Bob Y. 16:08, 22 February 2010 (EST)

RPMARES

The RPMARES source code is contained in module rpmares_mod.f. It is currently only activated if the sea salt species are omitted from the simulation.

Bug in sulfate_mod.f caused by switch to RPMARES

NOTE: This fix was standardized in GEOS-Chem v8-01-02 and higher versions.

Lyatt Jaeglé wrote:

I've been trying to run v8-01-01 in an offline aerosol simulation. It seems to crash in sulfate_mod.f, at line 1892
   CALL GET_GNO3( I, J, L, HNO3_kg )
GET_GNO3 is in isorropia_mod.f, which is no longer called (I saw the discussion on the Wiki page), so I think that GAS_HNO3(I,J,L) is not defined.
What is the best way of fixing this? Should we simply set HNO3_vv to the monthly mean value of HNO3 read in GLOBAL_HNO3_MOD and bypass isorropia?

Bob Yantosca wrote:

The simple thing seems to be something like this:
    USE GLOBAL_HNO3_MOD, ONLY : GET_HNO3_UGM3
    USE DAO_MOD,         ONLY : AIRVOL

    ...

    IF ( ITS_A_FULLCHEM_SIM() ) THEN

       ! Convert HNO3 [v/v] to [equivalents]
       HNO3_vv = STT(I,J,L,IDTHNO3)
       HNO3_eq = HNO3_vv * AD(I,J,L) / ( 28.97d0 / 63d0 ) / 63.d-3

    ELSE

       !%%% Get gas-phase HNO3 from ISORROPIA code
       !%%%CALL GET_GNO3( I, J, L, HNO3_kg )
              
       ! Get HNO3 in ug/m3, then multiply by volume in m3
       ! and 1e-6 kg/ug to get HNO3 in kg
       HNO3_kg = GET_HNO3_UGM3( I, J, L ) * AIRVOL(I,J,L) * 1e-6

       ! Convert HNO3 [kg] first to [v/v]
       HNO3_vv = HNO3_kg * ( 28.97d0 / 63d0 )   / AD(I,J,L)

       ! Then convert HNO3 [kg] to [equivalents]
       HNO3_eq = HNO3_kg / 63d-3

    ENDIF
You might want to doublecheck the unit conversion but I think that's right.

--Bob Y. 16:18, 22 February 2010 (EST)

Run dies in RPMARES unexpectedly

Colette L. Heald reported a run dying silently in RPMARES.

Philippe Le Sager wrote:

Again aerosol chemistry is the problem. RPMARES algorithm is not handling every possible cases. I found that a negative concentration for H+ can be returned when solving a cubic equation. I made a general fix for it even though it may have been a case of underflow propagation when I caught one instance.
We previously take care of an overflow case when dealing with ionic activity coefficients, now with your restart file I came across an underflow issue. Instead of too small divisor, I got too large ones basically. The problem can happen either in the divisions or a little bit later when computing the A0 and A1 coefficients, i.e., at lines denoted with a @ here:
   DO NNN = 1, 50 ! loop count reduced 04/09/2001 by FSB
   NITR = NNN

   ! set up equilibrium constants including activities
   ! solve the system for hplus first then sulfate & nitrate
 @ RK2SA = K2SA * GAMAS2 * GAMAS2 / (GAMAS1 * GAMAS1 * GAMAS1)
 @ RKNA = KNA / ( GAMANA * GAMANA )
   RKNWET = RKNA * WH2O
   T21 = ZSO4 - MNH4
   T221 = ZSO4 + T21

   ! set up coefficients for cubic
   A2 = RK2SA + RKNWET - T21
 @ A1 = RK2SA * RKNWET - T21 * ( RK2SA + RKNWET )
  & - RK2SA * ZSO4 - RKNA * TNO3
 @ A0 = - (T21 * RK2SA * RKNWET
  & + RK2SA * RKNWET * ZSO4 + RK2SA * RKNA * TNO3 )

   CALL CUBIC ( A2, A1, A0, NR, CRUTES )
So, I tried to make a general fix that handle both cases of small and large GAMAxx and should be compiler/machine independent, with a new subroutine in error_mod.f and a new rpmares_mod.f. You can grab them at:

--phs 16:57, 6 June 2008 (EDT)

Fix for floating point error in RPMARES

NOTE: This fix was standardized in GEOS-Chem v8-01-02 and higher versions.

In GEOS-Chem v8-01-01, we have added a fix into routine RPMARES (in rpmares_mod.f) to avoid a floating point error that can occur under some conditions.

Philippe Le Sager wrote:

In RPMARES, the hydrogen ion (HPLUS) obtained as the root of a cubic equation is so large (286 moles/kg) that it triggers a large binary activity coefficient (LGAMA0) and then a very small mean molal ionic activity (GAMA=10**TRM=2.44e-159) when input into ACTCOF. That all seems correct, but this is so close to zero (~2e-159) that an error occurs when re-injected into RPMARES to compute the coefficients of the cubic equation for H+ at the next step.
We basically need to shunt the cubic equation for zero ionic activity coefficients to solve for H+, and then sulfate and nitrate.

Rokjin Park replied:

I agree with Philippe that the case with extremely low NH3 cases we don’t need to solve the cubic equation.
RPMARES should simply return the original values to avoid the NaN error.

Bob Yantosca replied:

FYI, Philippe and I have put in a fix in routine RPMARES:
      CALL ACTCOF ( CAT, AN, GAMS, MOLNU, PHIBAR )

      GAMANA = GAMS( 1, 2 )
      GAMAS1 = GAMS( 1, 1 )
      GAMAS2 = GAMS( 1, 3 )
      GAMAAN = GAMS( 2, 2 )

      !------------------------------------------------------------
      ! Add robustness: now check if GAMANA or GAMAS1 is too small
      ! for the division in RKNA and RK2SA. If they are, return w/
      ! original values: basically replicate the procedure used
      ! after the current DO-loop in case of no-convergence
      ! (phs, bmy, rjp, 4/10/08)
      !--------------------------------------------------------------
      IF ( ( ABS( GAMANA ) < EPS ) .OR.
   &       ( ABS( GAMAS1 ) < EPS ) ) THEN

         ! Reset to original values
         ANH4  = TNH4 * MWNH4
         GNH3  = FLOOR
         GNO3  = GNO3_IN
         ANO3  = ANO3_IN
         ASO4  = TSO4 * MWSO4
         AHSO4 = FLOOR

         ! Update water
         CALL AWATER ( IRH, TSO4, TNH4, TNO3, AH2O )

         ! Exit this subroutine
         RETURN
      ENDIF
so then if either of the GAMANA or GAMAS1 variables that get returned from ACTCOF is zero (or smaller than a minimum value) then we don't continue the iteration but then reset to original values and exit the subroutine. This definitely fixed the problem.

--Bob Y. 16:18, 22 February 2010 (EST)

Reverting to RPMARES due to ISORROPIA giving unrealistic values

Due to the ISORROPIA bug at low RH discussed below, we will revert to the RPMARES aerosol thermodynamic equilibrium code in GEOS-Chem v8-01-01.

Daniel Jacob wrote:

Thanks! The HNO3 simulation is doing much better but I still wonder if the high values in the free troposphere (where the RH is low) are caused by the ISORROPIA bug. We do need to replace ISORROPIA with RPMARES in the standard model until Havala gives us the corrected ISORROPIA version. Daniel

Bob Yantosca replied:

Hi all,
I will put RPMARES into the std code. I will do 2 1-yr benchmark simulations with the GEOS-5 v8-01-01 std code:
  • v8-01-01-geos5 w/ ISORROPIA (for clean comparison between v8-01-01 and previous models)
  • v8-01-01-geos5 w/ RPMARES (for clean comparison between RPMARES & ISORROPIA w/ the same version)
RPMARES will be used in all NRT-ARCTAS runs for model dates 4/1/08 and beyond.
Thanks and stay tuned,
Bob Y.

--Bmy 13:16, 4 April 2008 (EDT)

Comparison of RPMARES to ISORROPIA II

I was curious about the seemingly low global burden of nitrate I was getting from my simulation using RPMARES (0.18 Tg NO3, about 40% lower than other models and Pye [2009]). Havala Pye conducted a test of RPMARES vs. ISORROPIA II and found the same 40% difference (ISORROPIAII 0.35 Tg NO3, RPMARES 0.20 Tg NO3).

I assumed the difference was mainly due to ISORROPIA II including sea salt in the aerosol thermodynamic equilibrium calculation, while RPMARES does not. I conducted a test with ISORROPIA II, ISORROPIA II with artificially low sea salt concentrations, and RPMARES. Each simulation started from the same restart file and was run for one timestep so that the results could be compared. The global burdens were:

  1. ISORROPIA II: 0.27 Tg NO3
  2. ISORROPIA II with low sea salt: 0.23 Tg NO3
  3. RPMARES: 0.20 Tg NO3

The results show that sea salt plays in an important part in marine areas and a smaller role in the free troposphere.

Surface comparisons show that both RPMARES and ISORROPIA II can reproduce observations over the US, an ammonia-rich environemnt.

--Eric L. 10:42, 10 November 2009 (EST)

References

  1. Binkowski, F. S., and S. J. Roselle, Models-3 Community Multiscale Air Quality (CMAQ) model aerosol component: 1. Model description, J. Geophys. Res., 108(D6), 4183, doi:10.1029/2001JD001409. 2003.
  2. Fountoukis, C., and A. Nenes (2007), ISORROPIA II: A computationally efficient thermodynamic equilibrium model for K+-Ca2+-Mg2+-NH4+-Na+-SO42-NO3--Cl-H2O aerosols, Atmos. Chem. Phys., 7(17), 46394659.
  3. Park, R. J., D. J. Jacob, B. D. Field, R. M. Yantosca, and M. Chin, Natural and transboundary pollution influences on sulfate-nitrate-ammonium aerosols in the United States: implications for policy, J. Geophys. Res., 109, D15204, 10.1029/2003JD004473, 2004. PDF
  4. Pye, H. O. T., H. Liao, S. Wu, L. J. Mickley, D. J.Jacob, D. K. Henze, and J. H. Seinfeld, Effect of changes in climate and emissions on future sulfate-nitrate-ammonium aerosol levels in the United States, J. Geophys. Res., 114, D01205, 2009. PDF

--Bob Y. 15:42, 22 February 2010 (EST)