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| 基于MC-BAS算法的永磁同步风力发电机组偏航自动优化控制仿真 |
| Simulation of Automatic Yaw Optimization Control for Permanent Magnet Synchronous Wind Turbine Based on MC-BAS Algorithm |
| 投稿时间：2025-11-24 修订日期：2026-03-25 |
| DOI： |
| 中文关键词: 永磁同步风电机组 偏航控制 MC-BAS算法 |
| 英文关键词: Permanent magnet synchronous wind turbines Yaw control MC-BAS algorithm |
| 基金项目:山东省科学技术厅—山东省重点研发计划(竞争性创新平台)项目“海上光伏固定式桩基结构系统腐蚀防护关键技术研发与示范应用”(2025CXPT026) |
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| 中文摘要: |
| 针对永磁同步风力发电机组在动态风况下偏航控制误差较大、影响风能利用效率的问题，本研究研究了基于MC-BAS算法的永磁同步风力发电机组偏航自动优化控制仿真。通过集成激光雷达、SCADA系统与气象站数据构建多源数据驱动机制，对风速、风向等随机动态风况参数实施标准化处理以预测偏航误差；利用概率密度函数分析提取动态控制参数，并基于MC-BAS算法在线优化控制指令，完成发电机组偏航自动优化控制。仿真结果表明，该方法的偏航误差预测与实际情况基本一致，基于MC-BAS算法快速将偏航控制误差收敛至较低水平，最终实现增发电量提升，验证了其在动态风况提升风能利用效率的有效性。 |
| 英文摘要: |
| In response to the problem of large yaw control errors and affecting wind energy utilization efficiency of permanent magnet synchronous wind turbines under dynamic wind conditions, this study investigates the simulation of automatic optimization control of yaw for permanent magnet synchronous wind turbines based on MC-BAS algorithm. By integrating laser radar, SCADA system, and meteorological station data, a multi-source data-driven mechanism is constructed to standardize random dynamic wind parameters such as wind speed and direction for predicting yaw errors; Using probability density function analysis to extract dynamic control parameters, and based on MC-BAS algorithm to optimize control instructions online, complete automatic yaw optimization control of the generator set. The simulation results show that the yaw error prediction of this method is basically consistent with the actual situation. Based on the MC-BAS algorithm, the yaw control error is quickly converged to a lower level, ultimately achieving an increase in power generation and verifying its effectiveness in improving wind energy utilization efficiency under dynamic wind conditions. |
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