A hybrid method integrating the Weather Research and Forecasting (WRF) model and computational fluid dynamics (CFD) was developed to evaluate wind resources in Liaoning Province, China. The WRF model first simulated annual mean wind speeds at a 3 km × 3 km resolution, providing boundary conditions for the CFD model. Using the Reynolds-averaged Navier–Stokes equations with the realisable k–ε turbulence model, CFD refined the results to 1 km × 1 km accuracy, accounting for complex terrain effects. Wind-power density was calculated via conversion formulas, enabling analysis of wind energy reserves and technical exploitable potential. At 70 m height, Liaoning’s land area exhibits a technical exploitable capacity of 593 346 MW, with high-wind zones concentrated along the Circum-Bohai-Sea shoreline, northwestern mountainous regions, Changbai Mountain’s main ridge, and central plains. The study validates the WRF-CFD coupling approach, demonstrating its efficacy in downscaling coarse WRF outputs to high-resolution grids through CFD terrain correction. This method provides spatially refined wind resource data, critical for optimising wind farm siting and supporting regional energy planning. Key advantages include enhanced accuracy in complex topography and scalable grid resolution, offering actionable insights for sustainable wind energy development.
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1 January 2026
Research Article|
October 16 2025
Wind resource simulation using coupled WRF-CFD model: a case study in Liaoning, China
Yuqi Zheng;
Yuqi Zheng
College of Life Sciences,
Shenyang Normal University
, Liaoning, China
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Zhidong Li
College of Life Sciences,
Shenyang Normal University
, Liaoning, China
Corresponding author Zhidong Li (laephd@163.com)
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Corresponding author Zhidong Li (laephd@163.com)
Publisher: Emerald Publishing
Received:
January 20 2023
Accepted:
September 12 2025
Online ISSN: 1751-4231
Print ISSN: 1751-4223
© 2025 Emerald Publishing Limited
2025
Emerald Publishing Limited
Licensed re-use rights only
Proceedings of the Institution of Civil Engineers - Energy (2026) 179 (1): 23–43.
Article history
Received:
January 20 2023
Accepted:
September 12 2025
Citation
Zheng Y, Li Z (2026), "Wind resource simulation using coupled WRF-CFD model: a case study in Liaoning, China". Proceedings of the Institution of Civil Engineers - Energy, Vol. 179 No. 1 pp. 23–43, doi: https://doi.org/10.1680/jener.23.00004
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