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基于决策树算法的风力发电机组偏航控制系统设计

何修成 覃东东 赵俊杰 田克琴 贺遇烗

机械与电子2024,Vol.42Issue(6):76-80,5.
机械与电子2024,Vol.42Issue(6):76-80,5.

基于决策树算法的风力发电机组偏航控制系统设计

Design of Wind Turbine Yaw Control System Based on Decision Tree Algorithm

何修成 1覃东东 1赵俊杰 1田克琴 1贺遇烗1

作者信息

  • 1. 国家电投集团广西兴安风电有限公司,广西 桂林 541300
  • 折叠

摘要

Abstract

The yaw control system of wind turbines is not effective in wind power control.In order to improve wind energy utilization and power generation efficiency,a decision tree is used as a basic algorithm to construct a yaw control system for wind turbines.Firstly,integrate physical device units such as signal acquisition,position servo,yaw transmission,and establish the hardware structure of the yaw control sys-tem.Based on a decision tree algorithm,software control programs for systems such as yaw control rule extraction,impeller side to wind direction,and automatic unwinding are designed,taking into account fac-tors such as hysteresis and mechanical loss.Applying the system to the simulation model of a large wind turbine to conduct testing activities,by comparing the simulation data such as the yaw motor start pulse,generator power,wind turbine speed,and yaw angle before and after controlling the linear increase in wind direction angle,it is found that each parameter has a strong correlation with the wind direction angle.The curve slope of the yaw angle is infinitely close to 1,and has a significant linear relationship with the wind direction angle.The results show that the system can improve the power generation efficiency and yaw con-trol efficiency of wind turbines,and can quickly and accurately achieve yaw control of wind turbines.

关键词

决策树算法/永磁同步电动机/最高增益率/风力发电机组/偏航控制

Key words

decision tree algorithm/permanent magnet synchronous motor/maximum gain rate/wind turbine/yaw control

分类

信息技术与安全科学

引用本文复制引用

何修成,覃东东,赵俊杰,田克琴,贺遇烗..基于决策树算法的风力发电机组偏航控制系统设计[J].机械与电子,2024,42(6):76-80,5.

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