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基于鲸鱼优化算法的风力发电机组变桨模糊控制策略

赵南南 杨旭 邹琳 马毓敏

电机与控制应用2024,Vol.51Issue(2):80-89,10.
电机与控制应用2024,Vol.51Issue(2):80-89,10.DOI:10.12177/emca.2023.183

基于鲸鱼优化算法的风力发电机组变桨模糊控制策略

Pitch Fuzzy Control Strategy for Wind Turbine Based on Whale Optimisation Algorithm

赵南南 1杨旭 1邹琳 1马毓敏1

作者信息

  • 1. 西安建筑科技大学 机电工程学院,陕西西安 710055
  • 折叠

摘要

Abstract

Due to factors such as wind variability and randomness,the power output of wind turbines remains unstable.When the wind speed exceeds the rated wind speed,the stability of the wind power generator's output power is guaranteed by precisely regulating the pitch angle of the blades.In relation to this issue,a wind turbine pitch control model is built by Matlab/Simulink,and a whale algorithm-optimized fuzzy PID controller is introduced.However,there are many parameters of fuzzy controller,and it is difficult to set up by expert experience alone.Therefore,using the whale algorithm,and achieving optimal tuning of fuzzy parameters,effectively addressing the wind turbine's significant hysteresis and nonlinearity.Comparing the performance metrics of the PID controller and the fuzzy PID controller,and the simulations results show that the latter ensures rapid power convergence to rated values,enhances system dynamic response,and offers precise pitch angle adjustments.Moreover,the fuzzy PID controller precision minimizes pitch mechanism fatigue,and extends the wind turbine's lifespan.

关键词

风电机组/变桨控制/鲸鱼算法/模糊PID控制器

Key words

wind turbine/pitch control/whale optimization algorithm/fuzzy PID controller

分类

信息技术与安全科学

引用本文复制引用

赵南南,杨旭,邹琳,马毓敏..基于鲸鱼优化算法的风力发电机组变桨模糊控制策略[J].电机与控制应用,2024,51(2):80-89,10.

基金项目

陕西省自然科学基础研究计划项目(2019JM-443)Natural Science Basic Research Program of Shaanxi(2019JM-443) (2019JM-443)

电机与控制应用

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