Retrieval of Total Precipitable Water from Himawari-8 AHI Data: A Comparison of Random Forest, Extreme Gradient Boosting, and Deep Neural Network

Retrieval of Total Precipitable Water from Himawari-8 AHI Data: A Comparison of Random Forest, Extreme Gradient Boosting, and Deep Neural Network

Total precipitable water (TPW), a column of water vapor content in the atmosphere, provides information on the spatial distribution of moisture. The high-resolution TPW, together with atmospheric stability indices such as convective available potential energy (CAPE), is an effective indicator of sev...

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Bibliographic Details
Main Authors: Yeonjin Lee, Daehyeon Han, Myoung-Hwan Ahn, Jungho Im, Su Jeong Lee
Format: Article
Language:English
Published: MDPI AG 2019-07-01
Series:Remote Sensing
Subjects:
total precipitable water
Himawari-8 AHI
machine learning
random forest
deep neural network
XGBoost
Online Access:https://www.mdpi.com/2072-4292/11/15/1741

Internet

https://www.mdpi.com/2072-4292/11/15/1741

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