Inverse modeling and mapping US air quality influences of inorganic PM2.5 precursor emissions using the adjoint of GEOS-Chem

被引:190
作者
Henze, D. K. [1 ,3 ]
Seinfeld, J. H. [2 ]
Shindell, D. T. [3 ]
机构
[1] Columbia Univ, Earth Inst, New York, NY USA
[2] CALTECH, Div Chem & Chem Engn, Pasadena, CA 91125 USA
[3] NASA, Goddard Inst Space Studies, New York, NY 10025 USA
关键词
3-DIMENSIONAL PHOTOCHEMICAL MODEL; VARIATIONAL DATA ASSIMILATION; SOLUBLE ORGANIC AEROSOL; SENSITIVITY-ANALYSIS; PARTICULATE MATTER; UNITED-STATES; TROPOSPHERIC CHEMISTRY; SOURCE APPORTIONMENT; NORTHERN-HEMISPHERE; AMMONIA EMISSIONS;
D O I
10.5194/acp-9-5877-2009
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Influences of specific sources of inorganic PM2.5 on peak and ambient aerosol concentrations in the US are evaluated using a combination of inverse modeling and sensitivity analysis. First, sulfate and nitrate aerosol measurements from the IMPROVE network are assimilated using the four-dimensional variational (4D-Var) method into the GEOS-Chem chemical transport model in order to constrain emissions estimates in four separate month-long inversions (one per season). Of the precursor emissions, these observations primarily constrain ammonia (NH3). While the net result is a decrease in estimated US NH3 emissions relative to the original inventory, there is considerable variability in adjustments made to NH3 emissions in different locations, seasons and source sectors, such as focused decreases in the midwest during July, broad decreases throughout the US in January, increases in eastern coastal areas in April, and an effective redistribution of emissions from natural to anthropogenic sources. Implementing these constrained emissions, the adjoint model is applied to quantify the influences of emissions on representative PM2.5 air quality metrics within the US. The resulting sensitivity maps display a wide range of spatial, sectoral and seasonal variability in the susceptibility of the air quality metrics to absolute emissions changes and the effectiveness of incremental emissions controls of specific source sectors. NH3 emissions near sources of sulfur oxides (SOx) are estimated to most influence peak inorganic PM2.5 levels in the East; thus, the most effective controls of NH3 emissions are often disjoint from locations of peak NH3 emissions. Controls of emissions from industrial sectors of SOx and NOx are estimated to be more effective than surface emissions, and changes to NH3 emissions in regions dominated by natural sources are disproportionately more effective than regions dominated by anthropogenic sources. NOx controls are most effective in northern states in October; in January, SOx controls may be counterproductive. When considering ambient inorganic PM2.5 concentrations, intercontinental influences are small, though transboundary influences within North America are significant, with SOx emissions from surface sources in Mexico contributing almost a fourth of the total influence from this sector.
引用
收藏
页码:5877 / 5903
页数:27
相关论文
共 114 条
[31]   The impact of transpacific transport of mineral dust in the United States [J].
Fairlie, T. Duncan ;
Jacob, Daniel J. ;
Park, Rokjin J. .
ATMOSPHERIC ENVIRONMENT, 2007, 41 (06) :1251-1266
[32]  
FISHER M, 1995, Q J ROY METEOR SOC, V121, P1681, DOI 10.1002/qj.49712152709
[33]   Thermodynamic characterization of Mexico City aerosol during MILAGRO 2006 [J].
Fountoukis, C. ;
Nenes, A. ;
Sullivan, A. ;
Weber, R. ;
Van Reken, T. ;
Fischer, M. ;
Matias, E. ;
Moya, M. ;
Farmer, D. ;
Cohen, R. C. .
ATMOSPHERIC CHEMISTRY AND PHYSICS, 2009, 9 (06) :2141-2156
[34]   Recipes for adjoint code construction [J].
Giering, R ;
Kaminski, T .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1998, 24 (04) :437-474
[35]   A sensitivity study of the discrete Kalman filter (DKF) to initial condition discrepancies [J].
Gilliland, A ;
Abbitt, PJ .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2001, 106 (D16) :17939-17952
[36]   Seasonal NH3 emission estimates for the eastern United States based on ammonium wet concentrations and an inverse modeling method -: art. no. 4477 [J].
Gilliland, AB ;
Dennis, RL ;
Roselle, SJ ;
Pierce, TE .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2003, 108 (D15)
[37]   Seasonal NH3 emissions for the continental united states:: Inverse model estimation and evaluation [J].
Gilliland, Alice B. ;
Appel, K. Wyat ;
Pinder, Robert W. ;
Dennis, Robin L. .
ATMOSPHERIC ENVIRONMENT, 2006, 40 (26) :4986-4998
[38]  
HAKAMI A, 2005, ENVIRON SCI TECHNOL, V110, DOI DOI 10.1029/2004JD005671
[39]   The adjoint of CMAQ [J].
Hakami, Amir ;
Henze, Daven K. ;
Seinfeld, John H. ;
Singh, Kumaresh ;
Sandu, Adrian ;
Kim, Soontae ;
Byun, Daewon ;
Li, Qinbin .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2007, 41 (22) :7807-7817
[40]  
Hansen P. C., 1998, RANK DEFICIENT DISCR