Inversion of CO emissions over Beijing and its surrounding areas with ensemble Kalman filter

Atmospheric Environment

Volumn 81, Issue , 2013, Pages 676-686

  Tang, X ^a   Zhu, J ^a   Wang, Z F ^a   Wang, M ^b   Gbaguidi, A ^a   Li, J ^a   Shao, M ^b   Tang, G Q ^a   Ji, D S ^a  

^a INSTITUTE OF ATMOSPHERIC PHYSICS   (China)

^b PEKING UNIVERSITY   (China)

Author keywords

Beijing; CO emissions; Ensemble Kalman filter; Inversion estimation

Indexed keywords

A-PRIORI ESTIMATES; AIR QUALITY PREDICTION; BEIJING; CO CONCENTRATIONS; CO EMISSIONS; COSIMULATION; EMISSION INVENTORIES; ENSEMBLE KALMAN FILTER;

AIR QUALITY; CARBON MONOXIDE;

KALMAN FILTERS;

CARBON MONOXIDE;

AIR QUALITY; ATMOSPHERIC POLLUTION; CARBON EMISSION; CARBON MONOXIDE; CONCENTRATION (COMPOSITION); DATA SET; EMISSION INVENTORY; KALMAN FILTER;

AIR FILTER; AIR MONITORING; AIR QUALITY; AIR QUALITY CONTROL; ARTICLE; ATMOSPHERIC DISPERSION; CHINA; INVERSION EMISSION INVENTORY; MODEL; NESTED AIR QUALITY PREDICTION MODELING SYSTEM; OBSERVATIONAL METHOD; PRIORITY JOURNAL; SIMULATION; SUMMER; VALIDATION STUDY;

BAODING; BEIJING [CHINA]; CHINA; HEBEI; TANGSHAN; TIANJIN;

EID: 84886993994     PISSN: 13522310     EISSN: 18732844     Source Type: Journal    
DOI: 10.1016/j.atmosenv.2013.08.051     Document Type: Article

References (36)

1. Chan C.K., Yao X. Air pollution in mega cities in China. Atmos. Environ. 2008, 42(1):1-42.
2. Elbern H., Strunk A., Schmidt H., Talagrand O. Emission rate and chemical state estimation by 4-dimensional variational inversion. Atmos. Chem. Phys. 2007, 7(14):3749-3769.
3. Evensen G. Sequential data assimilation with a nonlinear quasi-geostrophic model using Monte-Carlo methods to forecast error statistics. J.Geophys. Res. 1994, 99(C5):10143-10162.
4. Evensen G. The Ensemble Kalman Filter for combined state and parameter estimation. IEEE Control Syst. Mag. 2009, 29(3):83-104.
5. Grell G.A., Dudhia J., Stauffer D.R. ADescription of the Fifth-generation Penn State/NCAR Mesoscale Model (MM5) 1994, 117. NCAR Technical Note, NCAR/TN-398+STR.
6. x in the urban area of Beijing. J.Environ. Sci. Health 2001, A36(2):215-228.
7. Heald C.L., Jacob D.J., Jones D.B.A., Palmer P.I., Logan J.A., Streets D.G., Sachse G.W., Gille J.C., Hoffman R.N., Nehrkorn T. Comparative inverse analysis of satellite (MOPITT) and aircraft (TRACE-P) observations to estimate Asian sources of carbon monoxide. J.Geophys. Res. 2004, 109:D23306. 10.1029/2004JD005185.
8. Hooghiemstra P.B., Krol M.C., Meirink J.F., Bergamaschi P., van der Werf G.R., Novelli P.C., Aben I., Röckmann T. Optimizing global CO emission estimates using a four-dimensional variational data assimilation system and surface network observations. Atmos. Chem. Phys. 2011, 11:4705-4723. 10.5194/acp-11-4705-2011.
9. Jiang Z., Jones D.B.A., Kopacz M., Liu J., Henze D.K., Heald C. Quantifying the impact of model errors on top-down estimates of carbon monoxide emissions using satellite observations. J.Geophys. Res. 2011, 116:D15306. 10.1029/2010JD015282.
10. Koohkan O.R., Bocquet M. Accounting for representativeness errors in the inversion of atmospheric constituent emissions: application to the retrieval of regional carbon monoxide fluxes. Tellus B 2012, 64:19047. http://dx.doi.org/10.3402/tellusb.v64i0.19047.
11. Kopacz M., Jacob D.J., Fisher J.A., Logan J.A., Zhang L., Megretskaia I.A., Yantosca R.M., Singh K., Henze D.K., Burrows J.P., Buchwitz M., Khlystova I., McMillan W.W., Gille J.C., Edwards D.P., Eldering A., Thouret V., Nedelec P. Global estimates of CO sources with high resolution by adjoint inversion of multiple satellite datasets (MOPITT, AIRS, SCIAMACHY, TES). Atmos. Chem. Phys. 2010, 10:855-876.
12. Kurokawa J., Ohara T., Morikawa T., Hanayama S., Greet J.M., Fukui T., Kawashima K., Akimoto H. Emissions of air pollutants and greenhouse gases over Asian regions during 2000-2008: Regional Emission inventory in ASia (REAS) version 2. Atmos. Chem. Phys. Discuss. 2013, 13:10049-10123. 10.5194/acpd-13-10049-2013.
13. Li J., Wang Z., Akimoto H., Yamaji K., Takigawa M., Pochanart P., Liu Y., Tanimoto H., Kanaya Y. Near-ground ozone source attributions and outflow in central eastern China during MTX2006. Atmos. Chem. Phys. 2008, 8:7335-7351. 10.5194/acp-8-7335-2008.
14. Li Y., Xu X.B., Lin W.L., Zhao H.R. Regional emissions of gaseous pollutants based on observations. J.Appl. Meteorol. Sci. 2012, 23(1):10-19. (in Chinese).
15. Ma J., van Aardenne J.A. Impact of different emission inventories on simulated tropospheric ozone over China: a regional chemical transport model evaluation. Atmos. Chem. Phys. 2004, 4:877-887.
16. Meirink J.F., Eskes H.J., Goede A.P.H. Sensitivity analysis of methane emissions derived from SCIAMACHY observations through inverse modeling. Atmos. Chem. Phys. 2006, 6:1275-1292. 10.5194/acp-6-1275-2006.
17. Mendoza-Dominguez A., Russell A.G. Estimation of emission adjustments from the application of four-dimensional data assimilation to photochemical air quality modeling. Atmos. Environ. 2001, 35:2879-2894.
18. Ohara T., Akimoto H., Kurokawa J., Horii N., Yamaji K., Yan X., Hayasaka T. An Asian emission inventory of anthropogenic emission sources for the period 1980-2020. Atmos. Chem. Phys. 2007, 7:4419-4444.
19. Parrish D.D., Kuster W.C., Shao M., Yokouchi Y., Kondo Y., Goldan P.D., de Gouw J.A., Koike M., Shirai T. Comparison of air pollutant emissions among mega-cities. Atmos. Environ. 2009, 43:6435-6441.
20. 2 flux estimates over Europe from continuous atmospheric measurements: 1, inverse methodology. Atmos. Chem. Phys. 2005, 5:3173-3186. 10.5194/acp-5-3173-2005.
21. 2 emissions from surface measurements. Atmos. Chem. Phys. 2009, 9:5281-5297. 10.5194/acp-9-5281-2009.
22. Saide P., Osses A., Gallardo L., Osses M. Adjoint inverse modeling of a CO emission inventory at the city scale: Santiago de Chile's case. Atmos. Chem. Phys. Discuss. 2009, 9:6325-6361.
23. Shao M., Huang D., Gu D., Lu S., Chang C., Wang J. Estimate of anthropogenic halocarbon emission based on measured ratio relative to CO in the Pearl River Delta region, China. Atmos. Chem. Phys. 2011, 11(10):5011-5025.
24. Tang X., Wang Z.F., Zhu J., Wu Q.Z., Gbaguidi A. Preliminary application of Monte Carlo uncertainty analysis in ozone simulation. Clim. Environ. Res. 2010, 15(5):541-550. (in Chinese).
25. Tang X., Zhu J., Wang Z.F., Gbaguidi A. Improvement of ozone forecast over Beijing based on ensemble Kalman filter with simultaneous adjustment of initial conditions and emissions. Atmos. Chem. Phys. 2011, 11:12901-12916.
26. Wang Z.F., Xie F.Y., Wang X.Q., An J.L., Zhu J. Development and application of nested air quality Prediction modeling system. Chin. J. Atmos. Sci. 2006, 30:778-790. (in Chinese).
27. Warneke C., de Gouw J.A., Holloway J.S., Peischl J., Ryerson T.B., Atlas E., Blake D., Trainer M., Parrish D.D. Multiyear trends in volatile organic compounds in Los Angeles, California: five decades of decreasing emissions. J.Geophys. Res. 2012, 117:D00V17.
28. Wesely M.L. Parameterization of surface resistances to gaseous dry deposition in regional-scale numerical models. Atmos. Environ. 1989, 23:1293-1304.
29. Wu Q.Z., Wang Z.F., Gbaguidi A., Gao C., Li L.N., Wang W. Anumerical study of contributions to air pollution in Beijing during CAREBeijing-2006. Atmos. Chem. Phys. 2011, 11:5997-6011.
30. 10 emission in Beijing and its verification by the numerical model. Acta Scien. Circum. 2012, 32(10):2548-2558. (in Chinese).
31. Wu Y., Wang R.J., Zhou Y., Lin B.H., Fu L.X., He K.B., Hao J.M. On-road vehicle emission control in Beijing: past, present, and future. Environ. Sci. Technol. 2011, 45:147-153.
32. Xin J.Y., Wang Y.S., Tang G.Q., Wang L.L., Sun Y., Wang Y.H., Hu B., Song T., Ji D.S., Wang W.F., Li L., Liu G.R. Variability and reduction of atmospheric pollutants in Beijing and its surrounding area during the Beijing 2008 Olympic Games. Chin. Sci. Bull. 2010, 55(18):1937-1944.
33. Xu W.Y., Zhao C.S., Liu P.F., Ran L., Ma N., Deng Z.Z., Lin W.L., Yan P., Xu X.B. Anew approach to estimate pollutant emissions based on trajectory modeling and its application in the North China Plain. Atmos. Chem. Phys. Discuss. 2011, 11:31137-31158.
34. Yao B., Vollmer M.K., Zhou L.X., Henne S., Reimann S., Li P.C., Wenger A., Hill M. In-situ measurements of atmospheric hydrofluorocarbons (HFCs) and perfluorocarbons (PFCs) at the Shangdianzi regional background station, China. Atmos. Chem. Phys. 2012, 12(21):10181-10193.
35. Zaveri R.A., Peters L.K. Anew lumped structure photochemical mechanism for large-scale applications. J.Geophys. Res. 1999, 104(D23):30387-30415.
36. Zhang Q., Streets D.G., Carmichael G.R., He K.B., Huo H., Kannari A., Klimont Z., Park I.S., Reddy S., Fu J.S., Chen D., Duan L., Lei Y., Wang L.T., Yao Z.L. Asian emissions in 2006 for the NASA INTEX-B mission. Atmos. Chem. Phys. 2009, 9:5131-5153.