Position sensorless control based on wavelet neural network for PM brushless DC motors

Tianjin Daxue Xuebao (Ziran Kexue yu Gongcheng Jishu Ban)/Journal of Tianjin University Science and Technology

Volumn 40, Issue 2, 2007, Pages 190-194

  Shi, Ting Na ^a   Tian, Yang ^a   Xia, Chang Liang ^a  

^a TIANJIN UNIVERSITY   (China)

Author keywords

Gradient descent error algorithm; Neural network; PM brushless DC motor; Position sensorless control; Wavelet function

Indexed keywords

COMMUNICATION; MAPPING; NEURAL NETWORKS; WAVELET TRANSFORMS;

COMMUNICATION SIGNALS; DISPLACEMENT FACTOR; GRADIENT DESCENT ERROR ALGORITHM; ONLINE LEARNING; PM BRUSHLESS DC MOTOR; POSITION SENSORLESS CONTROL; TERMINAL VOLTAGES; WAVELET FUNCTION; WAVELET NEURAL NETWORK (WNN);

BRUSHLESS DC MOTORS;

EID: 34247344954     PISSN: 04932137     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (9)

1. Izuka K, Uzuhashi H, Kano M, et al. Microcomputer control for sensorless brushless motors [J]. IEEE Trans on Industry Applications, 1985, IA-21: 529-532.
2. Ertugrul N, Acarnley P. A new algorithm for sensorless operation of permanent magnet motors [J]. IEEE Trans on Industry Applications, 1992, 1: 414-421.
3. Xia Changliang, Wen De, Wang Juan, et al. A new approach of minimizing commutation torque ripple for brushless DC motor based on adaptive ANN [J]. Proceedings of the CSEE, 2002, 22 (1): 54-58 (in Chinese).
4. El-Sharkawei M A, El-Samahy A A, El-Sayed M I. High performance drive of DC brushless motors using neural network [J]. IEEE Trans on Energy Conversion, 1994, 9 (2): 317-322.
5. Xia Changliang, Wen De, Fan Juan, et al. Based on RBF neural network position sensorless control for brushless DC motors [J]. Transactions of China Electrotechnical Society, 2002, 17 (3): 26-29, 76 (in Chinese).
6. Xia Changliang, Wang Juan, Shi Tingna, et al. Direct control of currents based on adaptive RBF neural network for brushless DC motors [J]. Proceedings of the CSEE, 2003, 23 (6): 123-127 (in Chinese).
7. Cheng Qiming, Wang Yonghao. A study on the control method and its application based on wavelet neural network [J]. Industrial Instrumentation and Automation, 2004 (5): 6-9 (in Chinese).
8. Li Xiuying, Han Zhigang. Advances in nonlinear system identification [J]. Techniques of Automation and Applications, 2004, 23 (10): 5-7 (in Chinese).
9. Chen Weirong, Qian Qingquan, Wang Xiaoru. Wavelet neural network based transient fault signal detection and identification [C] //IEEE Int Conf on Information, Communications and Signal Processing, ICICS'97. Singapore, 1997: 1377-1381.