A Medium and Long-Term Runoff Forecast Method Based on Massive Meteorological Data and Machine Learning Algorithms

A Medium and Long-Term Runoff Forecast Method Based on Massive Meteorological Data and Machine Learning Algorithms

Accurate and reliable predictors selection and model construction are the key to medium and long-term runoff forecast. In this study, 130 climate indexes are utilized as the primary forecast factors. Partial Mutual Information (PMI), Recursive Feature Elimination (RFE) and Classification and Regress...

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Bibliographic Details
Main Authors: Yujie Li, Dong Wang, Jing Wei, Bo Li, Bin Xu, Yueping Xu, Huaping Huang
Format: Article
Language:English
Published: MDPI AG 2021-05-01
Series:Water
Subjects:
medium and long-term runoff forecast
machine learning
feature selection
ensemble learning
random forest
extreme gradient boosting
Online Access:https://www.mdpi.com/2073-4441/13/9/1308

Internet

https://www.mdpi.com/2073-4441/13/9/1308

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