Author

Zenan Wang

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Sep 2026

High-gradient-aware wavelet-aligned U-Net for airfoil Reynolds-averaged Navier–Stokes flow-field prediction

Near-field flow prediction around airfoils is essential for aerodynamic analysis and design, yet Reynolds-averaged Navier–Stokes simulations remain computationally expensive. Although data-driven surrogate models can substantially accelerate flow-field evaluation, accurately reconstructing localized high-gradient struc...

Zhou-Fang Xiao, Ze-Nan Wang, Jing-Jing Cai et al. · The Physics of Fluids · 0 citations

Open access 2026

A Physics-Regularized Gated Model with Patch-Based Temporal Encoding for Short-Term Probabilistic Wind Farm Power Forecasting

: Accurate probabilistic wind farm power forecasting is essential for reserve scheduling, dispatch decision-making, and risk-aware operation under high levels of wind power penetration. However, short-term wind power sequences exhibit strong nonstationarity, heterogeneous environmental variables exhibit time-varying pr...

Zhong Chen, Zenan Wang, Siyu Chen et al. · Energy Engineering · 0 citations