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Wen-Xin Tian

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Open access Sep 2026

Physics-Guided Deep Learning for Short-Term Probabilistic Offshore Wind Power Forecasting

To address the nonlinear amplification of numerical weather prediction (NWP) errors and the difficult trade-off between coverage and sharpness in short-term offshore wind power forecasting, this paper proposes PRWind, a physics-guided framework for short-term probabilistic forecasting. Built upon a Transformer encoder,...

Xiu-Yong Zhao, Hai-Chuan Long, Kai-Ze Liu et al. · 0 citations

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