{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,27]],"date-time":"2025-11-27T20:57:40Z","timestamp":1764277060311,"version":"build-2065373602"},"reference-count":111,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2021,6,7]],"date-time":"2021-06-07T00:00:00Z","timestamp":1623024000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>The scope of this work was to evaluate simulated carbon monoxide (CO) and aerosol optical depth (AOD) from the CAM-chem model against observed satellite data and additionally explore the empirical relationship of CO, AOD and fire radiative power (FRP). The simulated seasonal global concentrations of CO and AOD were compared, respectively, with the Measurements of Pollution in the Troposphere (MOPITT) and the Moderate-Resolution Imaging Spectroradiometer (MODIS) satellite products for the period 2010\u20132014. The CAM-chem simulations were performed with two configurations: (A) tropospheric-only; and (B) tropospheric with stratospheric chemistry. Our results show that the spatial and seasonal distributions of CO and AOD were reasonably reproduced in both model configurations, except over central China, central Africa and equatorial regions of the Atlantic and Western Pacific, where CO was overestimated by 10\u201350 ppb. In configuration B, the positive CO bias was significantly reduced due to the inclusion of dry deposition, which was not present in the model configuration A. There was greater CO loss due to the chemical reactions, and shorter lifetime of the species with stratospheric chemistry. In summary, the model has difficulty in capturing the exact location of the maxima of the seasonal AOD distributions in both configurations. The AOD was overestimated by 0.1 to 0.25 over desert regions of Africa, the Middle East and Asia in both configurations, but the positive bias was even higher in the version with added stratospheric chemistry. By contrast, the AOD was underestimated over regions associated with anthropogenic activity, such as eastern China and northern India. Concerning the correlations between CO, AOD and FRP, high CO is found during March\u2013April\u2013May (MAM) in the Northern Hemisphere, mainly in China. In the Southern Hemisphere, high CO, AOD, and FRP values were found during August\u2013September\u2013October (ASO) due to fires, mostly in South America and South Africa. In South America, high AOD levels were observed over subtropical Brazil, Paraguay and Bolivia. Sparsely urbanized regions showed higher correlations between CO and FRP (0.7\u20130.9), particularly in tropical areas, such as the western Amazon region. There was a high correlation between CO and aerosols from biomass burning at the transition between the forest and savanna environments over eastern and central Africa. It was also possible to observe the transport of these pollutants from the African continent to the Brazilian coast. High correlations between CO and AOD were found over southeastern Asian countries, and correlations between FRP and AOD (0.5\u20130.8) were found over higher latitude regions such as Canada and Siberia as well as in tropical areas. Higher correlations between CO and FRP are observed in Savanna and Tropical forests (South America, Central America, Africa, Australia, and Southeast Asia) than FRP x AOD. In contrast, boreal forests in Russia, particularly in Siberia, show a higher FRP x AOD correlation than FRP x CO. In tropical forests, CO production is likely favored over aerosol, while in temperate forests, aerosol production is more than CO compared to tropical forests. On the east coast of the United States, the eastern border of the USA with Canada, eastern China, on the border between China, Russia, and Mongolia, and the border between North India and China, there is a high correlation of CO x AOD and a low correlation between FRP with both CO and AOD. Therefore, such emissions in these regions are not generated by forest fires but by industries and vehicular emissions since these are densely populated regions.<\/jats:p>","DOI":"10.3390\/rs13112231","type":"journal-article","created":{"date-parts":[[2021,6,7]],"date-time":"2021-06-07T22:23:00Z","timestamp":1623104580000},"page":"2231","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Evaluating Carbon Monoxide and Aerosol Optical Depth Simulations from CAM-Chem Using Satellite Observations"],"prefix":"10.3390","volume":"13","author":[{"given":"D\u00e9bora Souza","family":"Alvim","sequence":"first","affiliation":[{"name":"Center for Weather Forecasting and Climate Studies (CPTEC), National Institute for Space Research (INPE), Cachoeira Paulista 12630-000, SP, Brazil"},{"name":"Lorena School of Engineering (EEL), University of Sao Paulo (USP), Lorena 05508-050, SP, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4013-7947","authenticated-orcid":false,"given":"J\u00falio Barboza","family":"Chiquetto","sequence":"additional","affiliation":[{"name":"Institute of Advanced Studies, University of Sao Paulo (USP), S\u00e3o Paulo 05508-050, SP, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7652-9045","authenticated-orcid":false,"given":"Monica Tais Siqueira","family":"D\u2019Amelio","sequence":"additional","affiliation":[{"name":"Research Group on Environment and Sustainability (GPMAS), University of S\u00e3o Francisco (USF), Itatiba 13250-400, SP, Brazil"}]},{"given":"Bushra","family":"Khalid","sequence":"additional","affiliation":[{"name":"Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China"},{"name":"Department of Environmental Sciences, International Islamic University, Islamabad 44000, Pakistan"},{"name":"Earth System Physics, Abdus Salam International Centre for Theoretical Physics, 34151 Trieste, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2872-8453","authenticated-orcid":false,"given":"Dirceu Luis","family":"Herdies","sequence":"additional","affiliation":[{"name":"Center for Weather Forecasting and Climate Studies (CPTEC), National Institute for Space Research (INPE), Cachoeira Paulista 12630-000, SP, Brazil"}]},{"given":"Jayant","family":"Pendharkar","sequence":"additional","affiliation":[{"name":"Center for Weather Forecasting and Climate Studies (CPTEC), National Institute for Space Research (INPE), Cachoeira Paulista 12630-000, SP, Brazil"}]},{"given":"Sergio Machado","family":"Corr\u00eaa","sequence":"additional","affiliation":[{"name":"Faculty of Technology, Rio de Janeiro State University, Resende 27537-000, RJ, Brazil"}]},{"given":"Silvio Nilo","family":"Figueroa","sequence":"additional","affiliation":[{"name":"Center for Weather Forecasting and Climate Studies (CPTEC), National Institute for Space Research (INPE), Cachoeira Paulista 12630-000, SP, Brazil"}]},{"given":"Ariane","family":"Frassoni","sequence":"additional","affiliation":[{"name":"Center for Weather Forecasting and Climate Studies (CPTEC), National Institute for Space Research (INPE), Cachoeira Paulista 12630-000, SP, Brazil"}]},{"given":"Vinicius Buscioli","family":"Capistrano","sequence":"additional","affiliation":[{"name":"Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande 79070-900, MS, Brazil"}]},{"given":"Claudia","family":"Boian","sequence":"additional","affiliation":[{"name":"Center for Engineering, Modeling and Applied Social Sciences (CECS), Federal University of ABC (UFABC), Santo Andr\u00e9 09210-580, SP, Brazil"}]},{"given":"Paulo Yoshio","family":"Kubota","sequence":"additional","affiliation":[{"name":"Center for Weather Forecasting and Climate Studies (CPTEC), National Institute for Space Research (INPE), Cachoeira Paulista 12630-000, SP, Brazil"}]},{"given":"Paulo","family":"Nobre","sequence":"additional","affiliation":[{"name":"Center for Weather Forecasting and Climate Studies (CPTEC), National Institute for Space Research (INPE), Cachoeira Paulista 12630-000, SP, Brazil"}]}],"member":"1968","published-online":{"date-parts":[[2021,6,7]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1337","DOI":"10.1126\/science.1092779","article-title":"Smoking Rain Clouds over the Amazon","volume":"303","author":"Andreae","year":"2004","journal-title":"Science"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1007\/s10652-005-0243-7","article-title":"Monitoring the transport of biomass burning emissions in South America","volume":"5","author":"Freitas","year":"2005","journal-title":"Environ. Fluid Mech."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1597","DOI":"10.5194\/acp-12-1597-2012","article-title":"Impacts of changes in land use and land cover on atmospheric chemistry and air quality over the 21st century","volume":"12","author":"Wu","year":"2012","journal-title":"Atmos. Chem. Phys."},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Susskind, J., Barnet, C., Blaisdell, J., Iredell, L., Keita, F., Kouvaris, L., Molnar, G., and Chahine, M. (2006). Accuracy of geophysical parameters derived from Atmospheric Infrared Sounder\/Advanced Microwave Sounding Unit as a function of fractional cloud cover. J. Geophys. Res., 111.","DOI":"10.1029\/2005JD006272"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"19309","DOI":"10.1029\/2009JD013796","article-title":"Mid-upper tropospheric methane in the high Northern Hemisphere: Spaceborne observations by AIRS, aircraft measurements, and model simulations","volume":"115","author":"Xiong","year":"2010","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1007\/s10584-011-0154-1","article-title":"Evolution of anthropogenic and biomass burning emissions of air pollutants at global and regional scales during the 1980\u20132010 period","volume":"109","author":"Granier","year":"2011","journal-title":"Clim. Chang."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"697","DOI":"10.5194\/essd-9-697-2017","article-title":"Global fire emissions estimates during 1997\u20132016","volume":"9","author":"Randerson","year":"2017","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1669","DOI":"10.1126\/science.250.4988.1669","article-title":"Biomass Burning in the Tropics: Impact on Atmospheric Chemistry and Biogeochemical Cycles","volume":"250","author":"Crutzen","year":"1990","journal-title":"Science"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"4536","DOI":"10.1029\/2003JD003691","article-title":"Distributions of trace gases and aerosols during the dry biomass burning season in southern Africa","volume":"108","author":"Sinha","year":"2003","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Kganyago, M., and Shikwambana, L. (2019). Assessing Spatio-Temporal Variability of Wildfires and their Impact on Sub-Saharan Ecosystems and Air Quality Using Multisource Remotely Sensed Data and Trend Analysis. Sustainability, 11.","DOI":"10.3390\/su11236811"},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Bremer, H., Kar, J., Drummond, J.R., Nichitu, F., Zou, J., Liu, J., Gille, J.C., Deeter, M.N., Francis, G., and Ziskin, D. (2004). Spatial and temporal variation of MOPITT CO in Africa and South America: A comparison with SHADOZ ozone and MODIS aerosol. J. Geophys. Res. Space Phys., 109.","DOI":"10.1029\/2003JD004234"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1411","DOI":"10.5194\/essd-11-1411-2019","article-title":"Global atmospheric carbon monoxide budget 2000\u20132017 inferred from multi-species atmospheric inversions","volume":"11","author":"Zheng","year":"2019","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"502","DOI":"10.1016\/j.rse.2005.01.009","article-title":"Satellite mapping of CO emission from forest fires in Northwest America using MOPITT measurements","volume":"95","author":"Liu","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"044007","DOI":"10.1088\/1748-9326\/aab2b3","article-title":"Rapid decline in carbon monoxide emissions and export from East Asia between years 2005 and 2016","volume":"13","author":"Zheng","year":"2018","journal-title":"Environ. Res. Lett."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"112949","DOI":"10.1016\/j.envpol.2019.07.117","article-title":"Influence of biomass burning on local air pollution in mainland Southeast Asia from 2001 to 2016","volume":"254","author":"Yin","year":"2019","journal-title":"Environ. Pollut."},{"key":"ref_16","first-page":"16314","article-title":"Trace gas emissions from savanna fires in northern Australia","volume":"115","author":"Deutscher","year":"2010","journal-title":"J. Geophys. Res."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"563","DOI":"10.5194\/acp-5-563-2005","article-title":"Increased Northern Hemispheric carbon monoxide burden in the troposphere in 2002 and 2003 detected from the ground and from space","volume":"5","author":"Yurganov","year":"2005","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Levine, J.S., Iii, W.R.C., Winsted, E.L., and Stocks, B.J. (1992). Biomass Burning and Global Change, AIP Publishing.","DOI":"10.1063\/1.43899"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"11115","DOI":"10.5194\/acp-10-11115-2010","article-title":"Laboratory measurements of trace gas emissions from biomass burning of fuel types from the southeastern and southwestern United States","volume":"10","author":"Burling","year":"2010","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"9927","DOI":"10.1029\/JD095iD07p09927","article-title":"Remote sensing of biomass burning in the tropics","volume":"95","author":"Kaufman","year":"1990","journal-title":"J. Geophys. Res. Athmos."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"6388","DOI":"10.1016\/j.atmosenv.2009.09.013","article-title":"Estimating trace gas and aerosol emissions over South America: Relationship between fire radiative energy released and aerosol optical depth observations","volume":"43","author":"Pereira","year":"2009","journal-title":"Atmos. Environ."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"31955","DOI":"10.1029\/98JD02460","article-title":"SCAR-B fires in the tropics: Properties and remote sensing from EOS-MODIS","volume":"103","author":"Kaufman","year":"1998","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"32215","DOI":"10.1029\/98JD01644","article-title":"Potential global fire monitoring from EOS-MODIS","volume":"103","author":"Kaufman","year":"1998","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"LBA 49-1","DOI":"10.1029\/2001JD000666","article-title":"Physical and chemical properties of aerosols in the wet and dry seasons in Rond\u00f4nia, Amazonia","volume":"107","author":"Artaxo","year":"2002","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Jacobson, M.Z. (2002). Atmospheric Pollution: History, Science, and Regulation, Cambridge University Press. [1st ed.].","DOI":"10.1017\/CBO9780511802287"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"3105","DOI":"10.1029\/1999GL006066","article-title":"TRMM observed first direct evidence of smoke from forest fires inhibiting rainfall","volume":"26","author":"Rosenfeld","year":"1999","journal-title":"Geophys. Res. Lett."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"5185","DOI":"10.5194\/acp-17-5185-2017","article-title":"Investigation of the aerosol\u2013cloud\u2013rainfall association over the Indian summer monsoon region","volume":"17","author":"Sarangi","year":"2017","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"7313","DOI":"10.1029\/2000JD900507","article-title":"Simulating aerosols using a chemical transport model with assimilation of satellite aerosol retrievals: Methodology for INDOEX","volume":"106","author":"Collins","year":"2001","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"1622","DOI":"10.1016\/j.atmosenv.2008.12.005","article-title":"A multi-component data assimilation experiment directed to sulphur dioxide and sulphate over Europe","volume":"43","author":"Barbu","year":"2009","journal-title":"Atmos. Environ."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"5325","DOI":"10.5194\/acp-15-5325-2015","article-title":"Data assimilation in atmospheric chemistry models: Current status and future prospects for coupled chemistry meteorology models","volume":"15","author":"Bocquet","year":"2015","journal-title":"Atmos. Chem. Phys."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1035","DOI":"10.1007\/s00704-016-1821-y","article-title":"The impacts of a plume-rise scheme on earth system modeling: Climatological effects of biomass aerosols on the surface temperature and energy budget of South America","volume":"129","author":"Neto","year":"2017","journal-title":"Theor. Appl. Clim."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1459","DOI":"10.1016\/S0140-6736(16)31012-1","article-title":"Global, regional, and national life expectancy, all-cause mortality, and cause-specific mortality for 249 causes of death, 1980\u20132015: A systematic analysis for the Global Burden of Disease Study 2015","volume":"388","author":"Wang","year":"2016","journal-title":"Lancet"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"8681","DOI":"10.5194\/acp-17-8681-2017","article-title":"Global anthropogenic emissions of particulate matter including black carbon","volume":"17","author":"Klimont","year":"2017","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"837","DOI":"10.5194\/acp-13-837-2013","article-title":"Decadal record of satellite carbon monoxide observations","volume":"13","author":"Worden","year":"2013","journal-title":"Atmos. Chem. Phys."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"3623","DOI":"10.5194\/amt-7-3623-2014","article-title":"The MOPITT Version 6 product: Algorithm enhancements and validation","volume":"7","author":"Deeter","year":"2014","journal-title":"Atmos. Meas. Tech."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"16755","DOI":"10.1029\/1999JD900167","article-title":"Radiative transfer modeling for the EOS Terra satellite Measurement of Pollution in the Troposphere (MOPITT) instrument","volume":"104","author":"Edwards","year":"1999","journal-title":"J. Geophys. Res."},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Deeter, M.N., Emmons, L.K., Francis, G.L., Edwards, D.P., Gille, J.C., Warner, J., Khattatov, B.V., Ziskin, D., Lamarque, J., and Ho, S. (2003). Operational carbon monoxide retrieval algorithm and selected results for the MOPITT instrument. J. Geophys. Res. Space Phys., 108.","DOI":"10.1029\/2002JD003186"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"1795","DOI":"10.5194\/acp-9-1795-2009","article-title":"Measurements of Pollution In The Troposphere (MOPITT) validation through 2006","volume":"9","author":"Emmons","year":"2009","journal-title":"Atmos. Chem. Phys."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"760","DOI":"10.1016\/j.asr.2009.11.019","article-title":"A review of 9-year performance and operation of the MOPITT instrument","volume":"45","author":"Drummond","year":"2010","journal-title":"Adv. Space Res."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"3999","DOI":"10.5194\/amt-9-3999-2016","article-title":"Validation and analysis of MOPITT CO observations of the Amazon Basin","volume":"9","author":"Deeter","year":"2016","journal-title":"Atmos. Meas. Tech."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1927","DOI":"10.5194\/amt-10-1927-2017","article-title":"Validation of MOPITT carbon monoxide using ground-based Fourier transform infrared spectrometer data from NDACC","volume":"10","author":"Buchholz","year":"2017","journal-title":"Atmos. Meas. Tech."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"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., and Nehrkorn, T. (2004). Comparative inverse analysis of satellite (MOPITT) and aircraft (TRACE-P) observations to estimate Asian sources of carbon monoxide. J. Geophys. Res. Atmos., 109.","DOI":"10.1029\/2004JD005185"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"9545","DOI":"10.5194\/acp-12-9545-2012","article-title":"Simultaneous assimilation of satellite NO2, O3, CO, and HNO3 data for the analysis of tropospheric chemical composition and emissions","volume":"12","author":"Miyazaki","year":"2012","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Giglio, L., Csiszar, I., and Justice, C.O. (2006). Global distribution and seasonality of active fires as observed with the Terra and Aqua Moderate Resolution Imaging Spectroradiometer (MODIS) sensors. J. Geophys. Res. Space Phys., 111.","DOI":"10.1029\/2005JG000142"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"244","DOI":"10.1016\/S0034-4257(02)00076-7","article-title":"The MODIS fire products","volume":"83","author":"Justice","year":"2002","journal-title":"Remote Sens. Environ."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"947","DOI":"10.1175\/JAS3385.1","article-title":"The MODIS Aerosol Algorithm, Products, and Validation","volume":"62","author":"Remer","year":"2005","journal-title":"J. Atmos. Sci."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"215","DOI":"10.1038\/nature01091","article-title":"A Satellite View of Aerosols in the Climate System","volume":"419","author":"Kaufman","year":"2002","journal-title":"Nature"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"459","DOI":"10.1109\/TGRS.2002.808301","article-title":"The MODIS cloud products: Algorithms and examples from terra","volume":"41","author":"Platnick","year":"2003","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Ignatov, A., Minnis, P., Miller, W.F., Wielicki, B.A., and Remer, L. (2006). Consistency of global MODIS aerosol optical depths over ocean on Terra and Aqua CERES SSF data sets. J. Geophys. Res., 111.","DOI":"10.1029\/2005JD006645"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"428","DOI":"10.1016\/j.atmosenv.2018.12.004","article-title":"MODIS Collection 6.1 aerosol optical depth products over land and ocean: Validation and comparison","volume":"201","author":"Wei","year":"2019","journal-title":"Atmos. Environ."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"117768","DOI":"10.1016\/j.atmosenv.2020.117768","article-title":"MODIS Collection 6.1 3 km resolution aerosol optical depth product: Global evaluation and uncertainty analysis","volume":"240","author":"Wei","year":"2020","journal-title":"Atmos. Environ."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Bilal, M., Nazeer, M., Nichol, J., Qiu, Z., Wang, L., Bleiweiss, M.P., Shen, X., Campbell, J.R., and Lolli, S. (2019). Evaluation of Terra-MODIS C6 and C6.1 Aerosol Products against Beijing, XiangHe, and Xinglong AERONET Sites in China during 2004\u20132014. Remote Sens., 11.","DOI":"10.3390\/rs11050486"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/j.apr.2021.01.023","article-title":"Performance of MODIS C6.1 Dark Target and Deep Blue aerosol products in Delhi National Capital Region, India: Application for aerosol studies","volume":"12","author":"Sharma","year":"2021","journal-title":"Atmos. Pollut. Res."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"280","DOI":"10.1016\/j.atmosenv.2018.12.023","article-title":"Evaluation and comparison of MODIS Collection 6.1 aerosol optical depth against AERONET over regions in China with multifarious underlying surfaces","volume":"200","author":"Wang","year":"2019","journal-title":"Atmos. Environ."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"4091","DOI":"10.5194\/acp-9-4091-2009","article-title":"A six year satellite-based assessment of the regional variations in aerosol indirect effects","volume":"9","author":"Jones","year":"2009","journal-title":"Atmos. Chem. Phys."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"01003","DOI":"10.1051\/e3sconf\/20199901003","article-title":"The regime of Aerosol Optical Depth and \u00c5ngstr\u00f6m exponent over Central and South Asia","volume":"99","author":"Floutsi","year":"2019","journal-title":"E3S Web Conf."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"3243","DOI":"10.4209\/aaqr.2015.09.0568","article-title":"An Evaluation of MODIS-Retrieved Aerosol Optical Depth over a Mountainous AERONET Site in the Southeastern US","volume":"16","author":"Sherman","year":"2016","journal-title":"Aerosol Air Qual. Res."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/16000889.2018.1554414","article-title":"Trends in MODIS and AERONET derived aerosol optical thickness over Northern Europe","volume":"71","author":"Glantz","year":"2019","journal-title":"Tellus B Chem. Phys. Meteorol."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"43","DOI":"10.5194\/gmd-3-43-2010","article-title":"Description and evaluation of the Model for Ozone and Related chemical Tracers, version 4 (MOZART-4)","volume":"3","author":"Emmons","year":"2010","journal-title":"Geosci. Model. Dev."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"369","DOI":"10.5194\/gmd-5-369-2012","article-title":"CAM-chem: Description and evaluation of interactive atmospheric chemistry in the Community Earth System Model","volume":"5","author":"Lamarque","year":"2012","journal-title":"Geosci. Model. Dev."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1080\/07055900.1995.9649539","article-title":"Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model","volume":"33","author":"Zhang","year":"1995","journal-title":"Atmos. Ocean."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"3449","DOI":"10.1175\/2008JCLI2557.1","article-title":"The University of Washington Shallow Convection and Moist Turbulence Schemes and Their Impact on Climate Simulations with the Community Atmosphere Model","volume":"22","author":"Park","year":"2009","journal-title":"J. Clim."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"5759","DOI":"10.5194\/acp-10-5759-2010","article-title":"A multi-model analysis of vertical ozone profiles","volume":"10","author":"Jonson","year":"2010","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"5353","DOI":"10.5194\/acp-8-5353-2008","article-title":"A multi-model assessment of pollution transport to the Arctic","volume":"8","author":"Shindell","year":"2008","journal-title":"Atmos. Chem. Phys."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"1395","DOI":"10.5194\/gmd-8-1395-2015","article-title":"Description and evaluation of tropospheric chemistry and aerosols in the Community Earth System Model (CESM1.2)","volume":"8","author":"Tilmes","year":"2015","journal-title":"Geosci. Model. Dev."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"3642","DOI":"10.1175\/2008JCLI2105.1","article-title":"A New Two-Moment Bulk Stratiform Cloud Microphysics Scheme in the Community Atmosphere Model, Version 3 (CAM3). Part I: Description and Numerical Tests","volume":"21","author":"Morrison","year":"2008","journal-title":"J. Clim."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1029\/2008JD009944","article-title":"Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models","volume":"113","author":"Iacono","year":"2008","journal-title":"J. Geophys. Res."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"709","DOI":"10.5194\/gmd-5-709-2012","article-title":"Toward a minimal representation of aerosols in climate models: Description and evaluation in the Community Atmosphere Model CAM5","volume":"5","author":"Liu","year":"2012","journal-title":"Geosci. Model. Dev."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"3181","DOI":"10.5194\/acp-6-3181-2006","article-title":"Estimates of global terrestrial isoprene emissions using MEGAN (Model of Emissions of Gases and Aerosols from Nature)","volume":"6","author":"Guenther","year":"2006","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"1471","DOI":"10.5194\/gmd-5-1471-2012","article-title":"The Model of Emissions of Gases and Aerosols from Nature version 2.1 (MEGAN2.1): An extended and updated framework for modeling biogenic emissions","volume":"5","author":"Guenther","year":"2012","journal-title":"Geosci. Model. Dev."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"3419","DOI":"10.1016\/j.atmosenv.2006.02.010","article-title":"Estimating emissions from fires in North America for air quality modeling","volume":"40","author":"Wiedinmyer","year":"2006","journal-title":"Atmos. Environ."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"625","DOI":"10.5194\/gmd-4-625-2011","article-title":"The Fire INventory from NCAR (FINN): A high resolution global model to estimate the emissions from open burning","volume":"4","author":"Wiedinmyer","year":"2011","journal-title":"Geosci. Model. Dev."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"D14203","DOI":"10.1029\/2003JD003697","article-title":"A technology-based global inventory of black and organic carbon emissions from combustion","volume":"109","author":"Bond","year":"2004","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"4419","DOI":"10.5194\/acp-7-4419-2007","article-title":"An Asian emission inventory of anthropogenic emission sources for the period 1980\u20132020","volume":"7","author":"Ohara","year":"2007","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"29","DOI":"10.5194\/bg-3-29-2006","article-title":"DMS cycle in the marine ocean-atmosphere system\u2014A global model study","volume":"3","author":"Kloster","year":"2006","journal-title":"Biogeosciences"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"25251","DOI":"10.1029\/98JD02091","article-title":"A time-averaged inventory of subaerial volcanic sulfur emissions","volume":"103","author":"Andres","year":"1998","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"7372","DOI":"10.1175\/JCLI-D-12-00558.1","article-title":"Climate Change from 1850 to 2005 Simulated in CESM1(WACCM)","volume":"26","author":"Marsh","year":"2013","journal-title":"J. Clim."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"1853","DOI":"10.5194\/gmd-9-1853-2016","article-title":"Representation of the Community Earth System Model (CESM1) CAM4-chem within the Chemistry-Climate Model Initiative (CCMI)","volume":"9","author":"Tilmes","year":"2016","journal-title":"Geosci. Model. Dev."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"718","DOI":"10.1016\/j.apr.2017.01.008","article-title":"Aerosol distribution over Brazil with ECHAM-HAM and CAM5-MAM3 simulations and its comparison with ground-based and satellite data","volume":"8","author":"Alvim","year":"2017","journal-title":"Atmos. Pollut. Res."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"6801","DOI":"10.5194\/acp-15-6801-2015","article-title":"Regional data assimilation of multi-spectral MOPITT observations of CO over North America","volume":"15","author":"Jiang","year":"2015","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"D16307","DOI":"10.1029\/2007JD009362","article-title":"Measurement of low-altitude CO over the Indian subcontinent by MOPITT","volume":"113","author":"Kar","year":"2008","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"1799","DOI":"10.4209\/aaqr.2017.09.0322","article-title":"Effects of Wintertime Polluted Aerosol on Clouds over the Yangtze River Delta: Case Study","volume":"18","author":"Xu","year":"2018","journal-title":"Aerosol Air Qual. Res."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1016\/j.scitotenv.2016.12.143","article-title":"Air pollutant emission from the underestimated households\u2019 coal consumption source in China","volume":"580","author":"Cheng","year":"2017","journal-title":"Sci. Total. Environ."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"705","DOI":"10.1016\/j.envpol.2017.02.009","article-title":"Village energy survey reveals missing rural raw coal in northern China: Significance in science and policy","volume":"223","author":"Zhi","year":"2017","journal-title":"Environ. Pollut."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"D19306","DOI":"10.1029\/2006JD007100","article-title":"Multimodel simulations of carbon monoxide: Comparison with observations and projected near-future changes","volume":"111","author":"Shindell","year":"2006","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"35","DOI":"10.1016\/j.atmosres.2016.09.010","article-title":"Validation of lower tropospheric carbon monoxide inferred from MOZART model simulation over India","volume":"184","author":"Yarragunta","year":"2017","journal-title":"Atmos. Res."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"5277","DOI":"10.5194\/acp-13-5277-2013","article-title":"Preindustrial to present-day changes in tropospheric hydroxyl radical and methane lifetime from the Atmospheric Chemistry and Climate Model Intercomparison Project (ACCMIP)","volume":"13","author":"Naik","year":"2013","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"7310","DOI":"10.1002\/2016JD024863","article-title":"Toward a chemical reanalysis in a coupled chemistry-climate model: An evaluation of MOPITT CO assimilation and its impact on tropospheric composition","volume":"121","author":"Gaubert","year":"2016","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"9786","DOI":"10.1029\/2018JD028438","article-title":"Links Between Carbon Monoxide and Climate Indices for the Southern Hemisphere and Tropical Fire Regions","volume":"123","author":"Buchholz","year":"2018","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"104867","DOI":"10.1016\/j.envint.2019.05.061","article-title":"Monitoring the impact of desert dust outbreaks for air quality for health studies","volume":"130","author":"Querol","year":"2019","journal-title":"Environ. Int."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"5063","DOI":"10.5194\/acp-16-5063-2016","article-title":"Aerosol optical depth trend over the Middle East","volume":"16","author":"Pozzer","year":"2016","journal-title":"Atmos. Chem. Phys."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1016\/j.jes.2018.04.019","article-title":"Estimation and inter-comparison of dust aerosols based on MODIS, MISR and AERONET retrievals over Asian desert regions","volume":"76","author":"Habib","year":"2019","journal-title":"J. Environ. Sci."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"17277","DOI":"10.5194\/acp-18-17277-2018","article-title":"The role of biomass burning as derived from the tropospheric CO vertical profiles measured by IAGOS aircraft in 2002\u20132017","volume":"18","author":"Petetin","year":"2018","journal-title":"Atmos. Chem. Phys. Discuss."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"154","DOI":"10.1080\/17538947.2017.1391341","article-title":"Global operational land imager Landsat-8 reflectance-based active fire detection algorithm","volume":"11","author":"Kumar","year":"2017","journal-title":"Int. J. Digit. Earth"},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1016\/j.atmosenv.2015.08.059","article-title":"Biomass burning in the Amazon region: Aerosol source apportionment and associated health risk assessment","volume":"120","author":"Alves","year":"2015","journal-title":"Atmos. Environ."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"063503-1","DOI":"10.1117\/1.JRS.6.063503","article-title":"Aerosol-cloud-precipitation relationships from satellite observations and global climate model simulations","volume":"6","author":"Yang","year":"2012","journal-title":"J. Appl. Remote Sens."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"728","DOI":"10.1126\/science.282.5389.728","article-title":"Predictability in the Midst of Chaos: A Scientific Basis for Climate Forecasting","volume":"282","author":"Shukla","year":"1998","journal-title":"Science"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"308","DOI":"10.1038\/ngeo2107","article-title":"Short-term modulation of Indian summer monsoon rainfall by West Asian dust","volume":"7","author":"Vinoj","year":"2014","journal-title":"Nat. Geosci."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"4323","DOI":"10.1029\/2019MS001827","article-title":"Climate Forcing and Trends of Organic Aerosols in the Community Earth System Model (CESM2)","volume":"11","author":"Tilmes","year":"2019","journal-title":"J. Adv. Model. Earth Syst."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"110","DOI":"10.1002\/2014MS000360","article-title":"Decadal simulation and comprehensive evaluation of CESM\/CAM5.1 with advanced chemistry, aerosol microphysics, and aerosol-cloud interactions","volume":"7","author":"He","year":"2015","journal-title":"J. Adv. Model. Earth Syst."},{"key":"ref_101","doi-asserted-by":"crossref","unstructured":"Wooster, M.J., Roberts, G., Perry, G., and Kaufman, Y.J. (2005). Retrieval of biomass combustion rates and totals from fire radiative power observations: FRP derivation and calibration relationships between biomass consumption and fire radiative energy release. J. Geophys. Res. Space Phys., 110.","DOI":"10.1029\/2005JD006318"},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"849","DOI":"10.5194\/bg-6-849-2009","article-title":"Annual and diurnal african biomass burning temporal dynamics","volume":"6","author":"Roberts","year":"2009","journal-title":"Biogeosciences"},{"key":"ref_103","first-page":"282","article-title":"Observations of increased tropical rainfall preceded by air passage over forests","volume":"489","author":"Spracklen","year":"2012","journal-title":"Nat. Cell Biol."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1126\/science.aan8461","article-title":"Substantial convection and precipitation enhancements by ultrafine aerosol particles","volume":"359","author":"Fan","year":"2018","journal-title":"Science"},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"10289","DOI":"10.5194\/acp-18-10289-2018","article-title":"Long-term observations of cloud condensation nuclei over the Amazon rain forest\u2014Part 2: Variability and characteristics of biomass burning, long-range transport, and pristine rain forest aerosols","volume":"18","author":"Ditas","year":"2018","journal-title":"Atmos. Chem. Phys."},{"key":"ref_106","first-page":"LBA 39-1","article-title":"Cloud and rain processes in a biosphere-atmosphere interaction context in the Amazon Region","volume":"107","author":"Dias","year":"2002","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_107","doi-asserted-by":"crossref","unstructured":"Wooster, M.J., and Zhang, Y. (2004). Boreal forest fires burn less intensely in Russia than in North America. Geophys. Res. Lett., 31.","DOI":"10.1029\/2004GL020805"},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1016\/j.earscirev.2008.03.001","article-title":"Aerosol\u2013cloud\u2013precipitation interactions. Part 1. The nature and sources of cloud-active aerosols","volume":"89","author":"Andreae","year":"2008","journal-title":"Earth-Sci. Rev."},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"5268","DOI":"10.1016\/j.atmosenv.2009.08.021","article-title":"Atmospheric composition change\u2014Global and regional air quality","volume":"43","author":"Monks","year":"2009","journal-title":"Atmos. Environ."},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"346","DOI":"10.1016\/j.atmosres.2016.07.018","article-title":"Bioaerosols in the Earth system: Climate, health, and ecosystem interactions","volume":"182","author":"Kampf","year":"2016","journal-title":"Atmos. Res."},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"1201","DOI":"10.5194\/gmd-9-1201-2016","article-title":"Air quality modeling with WRF-Chem v3.5 in East Asia: Sensitivity to emissions and evaluation of simulated air quality","volume":"9","author":"Zhong","year":"2016","journal-title":"Geosci. Model. Dev."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/11\/2231\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T06:11:45Z","timestamp":1760163105000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/11\/2231"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,6,7]]},"references-count":111,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2021,6]]}},"alternative-id":["rs13112231"],"URL":"https:\/\/doi.org\/10.3390\/rs13112231","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2021,6,7]]}}}