Ontology highlight
ABSTRACT:
SUBMITTER: Yang CK
PROVIDER: S-EPMC9787555 | biostudies-literature | 2022 Oct
REPOSITORIES: biostudies-literature
Yang C Kevin CK Chiu J Christine JC Marshak Alexander A Feingold Graham G Várnai Tamás T Wen Guoyong G Yamaguchi Takanobu T Jan van Leeuwen Peter P
Geophysical research letters 20221018 20
There is a lack of satellite-based aerosol retrievals in the vicinity of low-topped clouds, mainly because reflectance from aerosols is overwhelmed by three-dimensional cloud radiative effects. To account for cloud radiative effects on reflectance observations, we develop a Convolutional Neural Network and retrieve aerosol optical depth (AOD) with 100-500 m horizontal resolution for all cloud-free regions regardless of their distances to clouds. The retrieval uncertainty is 0.01 + 5%AOD, and the ...[more]