Disturbance Force Analysis and Compensation of Permanent Linear Synchronous Motors for NC Machine
-
摘要: 为提高永磁直线同步电机(PMLSM)的定位精度,采用神经网络技术对以推力波动和切削力为代表的两类干扰力分别进行辨识和补偿。针对PMLSM固定结构引起的推力波动,利用电机空载电流进行辨识和修正,建立推力波动模型并离线优化神经网络权系数。加工过程中,利用神经网络的自适应和非线性能力修正模型误差并补偿第二类干扰力。设计了基于神经网络的三环控制与速度、电流前馈复合控制器,克服了纯模型适应性差的缺点并充分利用可预测干扰力。仿真结果表明该控制器能够有效提高PMLSM定位精度,鲁棒性强。Abstract: In order to improve the positioning accuracy of the permanent magnet linear synchronous motors(PMLSM),a neural network is adopted to identify and compensate two types of disturbance force represented by thrust ripple and cutting force respectively in this paper.At first,the thrust ripple result from special structure of PMLSM was identified by sampling the no-load current of motor and modifying the phase difference;then,the model of thrust ripple was built and the parameters of neural network offline were optimized.Also,eliminate the error of model and compensate for the second type of disturbance force with the adaptability and nonlinear function of neural network.A complex controller with three loops and feed forward based on neural network is designed to conquer the disadvantage of pure model and makes full use of the predictable disturbance force.Simulation results verify that this controller can improve the positioning accuracy of PMLSM and its robustness is strong.
-
Key words:
- PMLSM /
- thrust ripple neural /
- network
-
[1] 王吴,张之敬,刘成颖. 永磁直线同步电机定位力分析与实验研究[J].中国电机工程学报,2010,(15):58-63. [2] 徐月同,傅建中,陈子辰. 永磁直线同步电机推力波动优化及实验研究[J].中国电机工程学报,2005,(12):122-126. [3] 陈先锋. 伺服控制技术自学手册[M].北京:人民邮电出版社,2010. [4] 张宏伟,康润生,王新环. 基于神经网络的永磁直线同步电动机推力补偿的仿真研究[J].电机与控制学报,2004,(04):299-302. [5] 张明超,尹文生,朱煜. 永磁同步直线电机推力波动建模与抑制[J].清华大学学报(自然科学版),2010,(08):1253-1257. [6] Tan K K. Force ripple suppression in iron-core permanent magnet linear motors using an adaptive dither[J].Journal of the Franklin Institute,2004,(4):375-390. [7] Zhao S,Tan K K. Adaptive feedforward compensation of force ripples in linear motors[J].Control Engineering Practice,2005,(9):1081-1092. [8] Lin F J,Lin C H,Hong C M. Robust control of linear synchro-nous servo drive using disturbance observer and recurrent neural network compensator[J].IEE Proceedings-Electric Power Applications,2000,(04):263-272. [9] 郭庆鼎. 直线交流伺服系统的精密控制[M].北京:机械工业出版社,2000. [10] 夏加宽,王成元,李嗥东. 高精度数控机床用直线电机端部效应分析及神经网络控制技术研究[J].中国电机工程学报,2003,(08):100-104. [11] 刘成颖,沈祥明,王吴. 永磁直线同步电机非线性电感与推力波动的分析和补偿[J].清华大学学报(自然科学版),2010,(12):1968-1973. [12] Lin F J,Wai R J. Lee C C controller for ultrasonic motor Fuzzy neural network position drive using push-pull DC-DC converter[J].IEEE Proceedings Control Theory and Appli-cation,1999,(01):99-107. -

计量
- 文章访问数: 170
- HTML全文浏览量: 14
- PDF下载量: 4
- 被引次数: 0