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Gradient boosting machine learning to improve satellite-derived column water vapor measurement error

The atmospheric products of the Multi-Angle Implementation of Atmospheric Correction (MAIAC) algorithm include column water vapor (CWV) at a 1 km resolution, derived from daily overpasses of NASA’s Moderate Resolution Imaging Spectroradiometer (MODIS) instruments aboard the Aqua and Terra satellites...

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Bibliographic Details
Published in:Atmos Meas Tech
Main Authors: Just, Allan C., Liu, Yang, Sorek-Hamer, Meytar, Rush, Johnathan, Dorman, Michael, Chatfield, Robert, Wang, Yujie, Lyapustin, Alexei, Kloog, Itai
Format: Artigo
Language:Inglês
Published: 2020
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Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC7665162/
https://ncbi.nlm.nih.gov/pubmed/33193906
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.5194/amt-13-4669-2020
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