Encoding diel hysteresis and the Birch effect in dryland soil respiration models through knowledge-guided deep learning

Soil respiration in dryland ecosystems is challenging to model due to its complex interactions with environmental drivers. Knowledge-guided deep learning provides a much more effective means of accurately representing these complex interactions than traditional Q10-based models. Mutual information a...

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Bibliographic Details
Main Authors: Peishi Jiang, Xingyuan Chen, Justine E. C. Missik, Zhongming Gao, Heping Liu, Brittany A Verbeke
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-12-01
Series:Frontiers in Environmental Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fenvs.2022.1035540/full