吉林大学学报(信息科学版) ›› 2022, Vol. 40 ›› Issue (4): 567-573.

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细菌觅食算法在铁路制冷机控制系统中的应用

李俊芳, 邓成尧, 杨 波, 舒 锐   

  1. 西南交通大学 希望学院, 成都 610000
  • 收稿日期:2022-01-10 出版日期:2022-08-16 发布日期:2022-08-17
  • 作者简介:李 俊 芳 ( 1987— ), 女, 成 都 人, 西 南 交 通 大 学 讲 师, 主 要 从 事 电 气 控 制 研 究, ( Tel ) 86-13548182075 ( E-mail )lijunfang1987123@163.com; 邓成尧(1967— ), 男, 成都人, 西南交通大学教授, 主要从事机车电气研究, ( Tel) 86-13890371135(E-mail)dcydyb@126.com。

Application of BF Algorithm in Railway Refrigeration

LI Junfang, DENG Chengyao, YANG Bo, SHU Rui   

  1. Hope College, Southwest Jiaotong University, Chengdu 610000, China
  • Received:2022-01-10 Online:2022-08-16 Published:2022-08-17

摘要: 针对铁路制冷机用永磁同步电动机矢量控制系统调速精度低、 动态响应速度慢以及控制器参数选取繁琐
的问题, 利用细菌觅食算法实现传统的转速环控制器和电流环控制器的优化。 将细菌觅食算法与引力搜索机
制相结合形成 GS-BF(Gravitational Search-Bacterial Foraging)算法, 从而增强细菌个体游动操作的目标性, 加快
游动效率, 使细菌觅食算法具有更好的全局最优解搜索能力且有效加快算法的收敛速度。 利用 Matlab 验证
GS-BF算法的优越性, 仿真结果表明优化后的 PID(Proportional Integral Derivative)控制器具有更小的超调、 更快
的响应速度; 矢量控制系统的静态误差和动态响应速度均得到有效改善。 该方法具有使用的普遍性, 也适用于
其他电动机的调速系统。

关键词: 永磁同步电动机; ,  , 转速控制;   , 细菌觅食算法,  ,  , 引力搜索

Abstract: Aiming at the disadvantages of lower speed accuracy, show dynamic response and complexity on
parameters selecting of vector control system of rail refrigerator used PMSM ( Permanent Magnet Synchronous
Motor), the traditional controller of speed loop and current loop is optimized by bacterial foraging algorithms.
The specific innovation is the combining of bacterial foraging algorithm with gravitational search mechanism to
form GS-BF(Gravitational Search-Bacterial Foraging) algorithm, so bacterial individual swimming action will be
endowed better target performance to speed up the efficiency of swimming. The bacterial foraging algorithm has
better performance on global optimal solution and convergence speed. Finally, the superiority of GS-BF algorithm
is verified by Matlab. The simulation results show that the optimized PID ( Proportional Integral Derivative)
controller has smaller ultra-tuning, faster response speed. The performances on static error and dynamic response
speed of the vector control system are effectively improved. This method has good universality and can be applied
to the speed control system for other motors.


Key words: permanent magnet synchronous motor ( PMSM);  , speed control,  , bacterial foraging algorithm;  , gravitational search

中图分类号: 

  • TP39