Harnessing Deep Learning and Snow Cover Data for Enhanced Runoff Prediction in Snow-Dominated Watersheds

Harnessing Deep Learning and Snow Cover Data for Enhanced Runoff Prediction in Snow-Dominated Watersheds

Predicting streamflow is essential for managing water resources, especially in basins and watersheds where snowmelt plays a major role in river discharge. This study evaluates the advanced deep learning models for accurate monthly and peak streamflow forecasting in the Gilgit River Basin. The models...

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Bibliographic Details
Main Authors: Rana Muhammad Adnan, Wang Mo, Ozgur Kisi, Salim Heddam, Ahmed Mohammed Sami Al-Janabi, Mohammad Zounemat-Kermani
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Atmosphere
Subjects:
streamflow forecasting
long short-term memory
bidirectional long short-term memory
gated recurrent unit
bidirectional gated recurrent unit
convolutional neural network
Online Access:https://www.mdpi.com/2073-4433/15/12/1407
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https://www.mdpi.com/2073-4433/15/12/1407

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