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Enhancing data-driven soil moisture modeling with physically-guided LSTM networks

In recent years, deep learning methods have shown significant potential in soil moisture modeling. However, a prominent limitation of deep learning approaches has been the absence of physical mechanisms. To address this challenge, this study introduces two novel loss functions designed around physic...

Ausführliche Beschreibung

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Bibliografische Detailangaben
Hauptverfasser: Qingtian Geng, Sen Yan, Qingliang Li, Cheng Zhang
Format: Artigo
Sprache:Inglês
Veröffentlicht: Frontiers Media S.A. 2024-02-01
Schriftenreihe:Frontiers in Forests and Global Change
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Online-Zugang:https://www.frontiersin.org/articles/10.3389/ffgc.2024.1353011/full
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