Abstract. We illustrate the nonlinear relationships among anthropogenic NOx
emissions, NO2 tropospheric vertical column densities (TVCDs), and
NO2 surface concentrations using model simulations for July 2011 over
the contiguous United States (CONUS). The variations in NO2 surface
concentrations and TVCDs are generally consistent and reflect anthropogenic NOx emission variations for high anthropogenic NOx
emission regions well. For low anthropogenic NOx emission regions, however,
nonlinearity in the anthropogenic-emission–TVCD relationship due to
emissions from lightning and soils, chemistry, and physical processes makes
it difficult to use satellite observations to infer anthropogenic NOx
emission changes. The analysis is extended to 2003–2017. Similar
variations in NO2 surface measurements and coincident satellite
NO2 TVCDs over urban regions are in sharp contrast to the large
variation differences between surface and satellite observations over rural
regions. We find a continuous decrease in anthropogenic NOx emissions
after 2011 by examining surface and satellite measurements in CONUS urban
regions, but the decreasing rate is lower by 9 %–46 % than the
pre-2011 period.