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An interpretable coupled model (SWAT-STFT) for multispatial-multistep evapotranspiration prediction in the river basin

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成果类型:
期刊论文
作者:
Guo, Zhonghui;Feng, Chang;Yang, Liu;Liu, Qing
通讯作者:
Feng, C
作者机构:
[Feng, Chang; Liu, Qing; Yang, Liu; Guo, Zhonghui] Hengyang Normal Univ, Coll Geog & Tourism, Hengyang 421002, Peoples R China.
通讯机构:
[Feng, C ] H
Hengyang Normal Univ, Coll Geog & Tourism, Hengyang 421002, Peoples R China.
语种:
英文
关键词:
Evapotranspiration (ET);Soil and water assessment tool (SWAT);Spatio-temporal fusion transformers (STFT);Multispatial-multistep prediction (MMP);Self-spatiotemporal interpretation (SSTI)
期刊:
Agricultural Water Management
ISSN:
0378-3774
年:
2025
卷:
318
页码:
109742
基金类别:
National Natural Science Foundation of China [42001024, 41901026]; Hunan Provincial Natural Science Foundation of China [2025JJ50199]; Graduate Research Innovation Foundation of Hunan Province [CX20231238]
机构署名:
本校为第一且通讯机构
院系归属:
地理与旅游学院
摘要:
Evapotranspiration (ET) is a critical component of the hydrological cycle, and its spatiotemporal prediction and interpretation are essential for managing agricultural water resources in river basins. However, both physics-based models (PBM) and data-driven models (DDM) have inherent limitations in watershed ET modeling and mechanistic interpretation, while their coupling provides a potential solution by integrating reliable hydrological physical mechanisms with robust nonlinear learning capabilities. This study developed an interpretable coupl...

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