Prediction of runoff in the upper reaches of the Hei River based on the LSTM model guided by physical mechanisms
Study region: The upper reaches of the Hei River. Study focus: To improve the accuracy, interpretability and physical consistency of LSTM models for predicting streamflow, we have constructed a physically dominant loss function in the LSTM model based on the monotonic physical mechanism of rainfall-...
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Main Authors: | Huazhu Xue, Chaoqiang Guo, Guotao Dong, Chenchen Zhang, Yaokang Lian, Qian Yuan |
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Format: | Article |
Language: | English |
Published: |
Elsevier
2025-04-01
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Series: | Journal of Hydrology: Regional Studies |
Subjects: | |
Online Access: | http://www.sciencedirect.com/science/article/pii/S2214581825000424 |
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