“…Tropospheric column densities of important trace gases, such as NO 2 , SO 2 , CO, and HCHO, derived from satellite instruments generate an abundance of useful information on the emission sources of these gases (e.g., Duncan et al, 2010;Boeke et al, 2011;Lin, 2012;Pechony et al, 2013;Stavrakou et al, 2015;Wang et al, 2015;Liu et al, 2016), despite the biases intrinsic to satellite retrievals (Boersma et al, 2008;Lin et al, 2014). Many studies have compared model-simulated column densities with satellite-derived columns to validate the accuracy of bottom-up emissions (e.g., van Noije et al, 2006;Kim et al, 2009;Sheel et al, 2010;Itahashi et al, 2014;Han et al, 2015) and have attributed discrepancies between modeled and satellite-based column densities to errors in the magnitudes and/or spatial distributions of the emission inventories used in their models.…”