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https://doi.org/10.5194/wes-2025-39
https://doi.org/10.5194/wes-2025-39
24 Mar 2025
 | 24 Mar 2025
Status: this preprint is currently under review for the journal WES.

FastLE: A New Load Extrapolation Method for Site-specific Wind Turbines Using the Load Distribution Meta Model

Pengfei Zhang, Shanshan Guo, Zuoxia Xing, Qingqi Zhao, and Qiang Jin

Abstract. To ensure the safety of wind turbines at specific sites, IEC 61400-1 mandates the extrapolation of loads as a key requirement. Given the variability in wind parameters across different turbine sites, particularly in complex terrains, this task demands significant computational resources for simulations. However, the method recommended in the standard fall short of providing comprehensive assessments and rapid iterations necessary for all turbine locations within wind farm optimization designs. This paper presents a rapid load extrapolation method, named FastLE, which is based on a load distribution meta-model and tailored for specific sites. Based on 20 test cases, the blade root out-of-plane bending moment (OOPBM) for a 50-year return period was calculated using both the IEC method and the FastLE method introduced in this paper. Through comparative analysis, the mean APE is only 3.165 %, and the computation time for a single calculation has been reduced from 20 hours to less than 1 second. The results show that the FastLE method can complete load extrapolation calculations for wind turbines in seconds with high accuracy. This makes it suitable for ensuring structural integrity during iterations of wind farm layout optimization or turbine type optimization, thereby reducing the safety risks associated with wind turbines.

Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this preprint. The responsibility to include appropriate place names lies with the authors.
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Pengfei Zhang, Shanshan Guo, Zuoxia Xing, Qingqi Zhao, and Qiang Jin

Status: open (until 21 Apr 2025)

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • EC1: 'Comment on wes-2025-39', Nikolay Dimitrov, 24 Mar 2025 reply
Pengfei Zhang, Shanshan Guo, Zuoxia Xing, Qingqi Zhao, and Qiang Jin
Pengfei Zhang, Shanshan Guo, Zuoxia Xing, Qingqi Zhao, and Qiang Jin

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Short summary
This paper introduces FastLE, a rapid load extrapolation method for wind turbines, addressing IEC 61400-1 requirements. FastLE uses a load distribution meta-model, reducing computation time from 20 hours to <1 second with a mean APE of 3.165 %. It enables efficient wind farm optimization, ensuring structural integrity and safety.
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