Estimation of Induction Motor Speed Based on Artificial Neural Networks Inversion System

被引:0
作者
Liu, Guohai [1 ]
Hu, Zijian [1 ]
Shen, Yue [1 ]
Zhou, Huawei [1 ]
Teng, Chenlong [1 ]
机构
[1] Jiangsu Univ, Sch Elect & Informat Engn, Zhejiang 212013, Peoples R China
来源
2008 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND SIGNAL PROCESSING, VOLS 1 AND 2 | 2007年
关键词
Induction motor; Neural Networks; Speed Estimation; Inverse System;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As rotation speed is necessary for high-performance induction motor control, how to estimate the speed quickly and accurately is concerned by most scholars. On the analysis of theoretic invertibility of the induction motor's mathematic model, a speed estimation based on neural networks inversion is proposed. The structure of multi-layer feed-forward neural network (MFNN) is trained by advanced Back Propagation arithmetic. Also the achievement method and experiment results were given. The results show that the responses based on ANN inversion method can track the rotation speed quickly and accurately. The method proposed is effective in application.
引用
收藏
页码:43 / 47
页数:5
相关论文
共 9 条
[1]  
Chen Wei, 2007, Proceedings of the CSEE, V27, P93
[2]  
Dai Xian-zhong, 2004, Proceedings of the CSEE, V24, P112
[3]  
DAI XZ, 2007, AC DRIVE CONTROL BAS
[4]  
Gao Q, 2005, IEEE IND ELEC, P1371
[5]  
KIM SU, 1999, IND APPL C 1999 34 I, P1267
[6]  
[刘国海 Liu Guohai], 2003, [电工技术学报, Transactions of China Electrotechnical Society], V18, P67
[7]   Speed estimation of an induction motor drive using an optimized extended Kalman filter [J].
Shi, KL ;
Chan, TF ;
Wong, YK ;
Ho, SL .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2002, 49 (01) :124-133
[8]  
Sun XH, 2000, PROCEEDINGS OF THE 3RD WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-5, P3082, DOI 10.1109/WCICA.2000.863025
[9]  
ZHENG YH, 1999, AM CONTR C, P2521