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Correcting Measurement Error in Satellite Aerosol Optical Depth with Machine Learning for Modeling PM(2.5) in the Northeastern USA

Satellite-derived estimates of aerosol optical depth (AOD) are key predictors in particulate air pollution models. The multi-step retrieval algorithms that estimate AOD also produce quality control variables but these have not been systematically used to address the measurement error in AOD. We comp...

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Publicat a:Remote Sens (Basel)
Autors principals: Just, Allan C., De Carli, Margherita M., Shtein, Alexandra, Dorman, Michael, Lyapustin, Alexei, Kloog, Itai
Format: Artigo
Idioma:Inglês
Publicat: 2018
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC6497138/
https://ncbi.nlm.nih.gov/pubmed/31057954
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/rs10050803
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