Spatiotemporal Imputation of MAIAC AOD Using Deep Learning with Downscaling

• Published in: Remote Sensing of Environment
• Main Authors: Li, Lianfa, Franklin, Meredith, Girguis, Mariam, Lurmann, Frederick, Wu, Jun, Pavlovic, Nathan, Breton, Carrie, Gilliland, Frank, Habre, Rima
• Format: Text
• Language: English
• Published: 2019
• Subjects: Article; Merra; Aerosol Robotic Network
• Online Access: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7063693/; http://www.ncbi.nlm.nih.gov/pubmed/32158056; https://doi.org/10.1016/j.rse.2019.111584

Aerosols have adverse health effects and play a significant role in the climate as well. The Multiangle Implementation of Atmospheric Correction (MAIAC) provides Aerosol Optical Depth (AOD) at high temporal (daily) and spatial (1 km) resolution, making it particularly useful to infer and characteriz...