Can transfer learning improve hydrological predictions in the alpine regions?
Author:
Funder
National Natural Science Foundation of China
Publisher
Elsevier BV
Subject
Water Science and Technology
Reference49 articles.
1. The CAMELS data set: catchment attributes and meteorology for large-sample studies;Addor;Hydrol. Earth Syst. Sci.,2017
2. Forecasting groundwater table in a flood prone coastal city with long short-term memory and recurrent neural networks;Bowes;Water,2019
3. Impacts of regional characteristics on improving the accuracy of groundwater level prediction using machine learning: The case of central eastern continental United States;Cai;J. Hydrol.: Reg. Stud.,2021
4. Toward improved lumped groundwater level predictions at catchment scale: Mutual integration of water balance mechanism and deep learning method;Cai;J. Hydrol.,2022
5. The ERA5-Land soil temperature bias in permafrost regions;Cao;The Cryosphere,2020
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