A new stable and interpretable flood forecasting model combining multi-head attention mechanism and multiple linear regression
This article proposes a multi-head attention flood forecasting model (MHAFFM) that combines a multi-head attention mechanism (MHAM) with multiple linear regression for flood forecasting. Compared to models based on Long Short-Term Memory (LSTM) neural networks, MHAFFM enables precise and stable mult...
Main Authors: | , , , , , , |
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Format: | Article |
Language: | English |
Published: |
IWA Publishing
2023-11-01
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Series: | Journal of Hydroinformatics |
Subjects: | |
Online Access: | http://jhydro.iwaponline.com/content/25/6/2561 |