Runoff Forecasting Using Machine-Learning Methods: Case Study in the Middle Reaches of Xijiang River

Runoff forecasting is useful for flood early warning and water resource management. In this study, backpropagation (BP) neural network, generalized regression neural network (GRNN), extreme learning machine (ELM), and wavelet neural network (WNN) models were employed, and a high-accuracy runoff fore...

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Bibliographic Details
Main Authors: Lu Xiao, Ming Zhong, Dawei Zha
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-02-01
Series:Frontiers in Big Data
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fdata.2021.752406/full