A hybrid rainfall-runoff model: integrating initial loss and LSTM for improved forecasting

A hybrid rainfall-runoff model: integrating initial loss and LSTM for improved forecasting

Accurate rainfall-runoff modeling is crucial for disaster prevention, mitigation, and water resource management. This study aims to enhance precision and reliability in predicting runoff patterns by integrating physical-based models like HEC-HMS with data-driven models, such as LSTM. We present a no...

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Bibliographic Details
Main Authors: Wei Wang, Jie Gao, Zheng Liu, Chuanqi Li
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-10-01
Series:Frontiers in Environmental Science
Subjects:
rainfall-runoff modeling
hybrid model
initial loss (Ia)
HEC-HMS
LSTM
Online Access:https://www.frontiersin.org/articles/10.3389/fenvs.2023.1261239/full

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