“…In addition, most previous studies have adopted the topdown method (Seiler and Crutzen, 1980) to estimate OBB emissions by national or provincial statistical data, and then the total emission amounts of pollutants were re-allocated in grids by population, land cover area or even equal sharing, which is one of the key reasons for the high uncertainties of OBB emission inventories (Streets et al, 2003;Klimont and Streets, 2007;Gadde et al, 2009;He et al, 2011;Zhou et al, 2015Zhou et al, , 2017. Quantitative estimation of biomass burning was highly improved by the satellite observations of fire burned area or active burning fires (Freitas et al, 2005;Wooster et al, 2005;Roy et al, 2008;Giglio et al, 2008;Reid et al, 2009;Sofiev et al, 2009;Liousse et al, 2010;Huang et al, 2012a;Li et al, 2016). The improvement of spatial-temporal distribution evolution was achieved by active fire products (e.g., the AVHRR fire count product, Setzer and Pereira, 1991; Moderate Resolution Imaging Spectroradiometer (MODIS) active fire satellite products, Cooke et al, 1996;and VIRS fire count product, Ito and Akimoto, 2007).…”