A New Custom Deep Learning Model Coupled with a Flood Index for Multi-Step-Ahead Flood Forecasting

Accurate and prompt flood forecasting is essential for effective decision making in flood control to help minimize or prevent flood damage. We propose a new custom deep learning model, IF-CNN-GRU, for multi-step-ahead flood forecasting that incorporates the flood index (<inline-formula><mat...

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Bibliographic Details
Main Authors:	Jianming Shen, Moyuan Yang, Juan Zhang, Nan Chen, Binghua Li
Format:	Article
Language:	English
Published:	MDPI AG 2025-04-01
Series:	Hydrology
Subjects:	convolutional neural networks (CNNs) gated recurrent neural networks (GRUs) flood index (<i>I<sub>F</sub></i>) multi-step flood forecast model uncertainty
Online Access:	https://www.mdpi.com/2306-5338/12/5/104
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A New Custom Deep Learning Model Coupled with a Flood Index for Multi-Step-Ahead Flood Forecasting

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