Integration of shapley additive explanations with random forest model for quantitative precipitation estimation of mesoscale convective systems

Mesoscale convective cloud systems have a small horizontal scale and a short lifetime, which brings great challenges to quantitative precipitation estimation (QPE) by satellite remote sensing. Combining machine learning models and geostationary satellite spectral information is an effective method f...

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Bibliographic Details
Main Authors: Zheyu He, Yuanjian Yang, Runzhuo Fang, Shaohui Zhou, Wenchuan Zhao, Yingjie Bai, Junsheng Li, Bo Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-01-01
Series:Frontiers in Environmental Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fenvs.2022.1057081/full