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PhysDiffWind: A physics-constrained retrieval-augmented diffusion framework for offshore wind speed forecasting

delete2026-01-13
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PRE
AI
W
Wei Dong
J
Jinxing Che *
Y
Yan Mei
L
Lei Zhou
Y
Yuhua Zhang
DOI:10.1016/j.asoc.2026.114647delete
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摘要

摘要

En 中文
• A physics-constrained retrieval-augmented diffusion framework is proposed for offshore wind forecasting. • Retrieve multivariate sequences using temporal convolutional encoding and embedding similarity. • Incorporate physical constraints through pressure gradient and air density embeddings. • Extensive experiments demonstrate superior accuracy and uncertainty quantification over state-of-the-art baselines.

期刊

Applied Soft Computing 封面图
Applied Soft Computing
IF:
6.6
论文数:
1.4W
被引数:
4.8W

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