Study of satellite retrieved aerosol optical depth spatial resolution effect on particulate matter concentration prediction

Abstract

The Aerosol Optical Depth (AOD) spatial resolution effect is investigated for the linear correlation between satellite retrieved AOD and ground level particulate matter concentrations (PM 2.5). The Multi-Angle Implementation of Atmospheric Correction (MA-IAC) algorithm was developed for the Moderate Resolution Imaging Spectroradiometer 5 (MODIS) for obtaining AOD with a high spatial resolution of 1 km and provides a good dataset for the study of the AOD spatial resolution effect on the particulate matter concentration prediction. 946 Environmental Protection Agency (EPA) ground monitoring stations across the contiguous US have been used to investigate the linear correlation between AOD and PM 2.5 using AOD at different spatial resolutions (1, 3 and 10 km) 10 and for different spatial scales (urban scale, meso-scale and continental scale). The main conclusions are: (1) for both urban, meso-and continental scale the correlation between PM 2.5 and AOD increased significantly with increasing spatial resolution of the AOD, (2) the correlation between AOD and PM 2.5 decreased significantly as the scale of study region increased for the eastern part of the US while vice versa for the western 15 part of the US, (3) the correlation between PM 2.5 and AOD is much more stable and better over the eastern part of the US compared to western part due to the surface characteristics and atmospheric conditions like the fine mode fraction.