Position sensorless control for PMLSM using Elman neural network

Proceedings - 2009 International Conference on Information Engineering and Computer Science, ICIECS 2009

Volumn , Issue , 2009, Pages

  Wang, Limei ^a   Li, Xiaobin ^a  

^a SHENYANG UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Elman neural network; Observer; Permanent magnet linear synchronous motor; Position sensorless control

Indexed keywords

DIGITAL SIMULATION; ELMAN NEURAL NETWORK; HIDDEN LAYERS; LEVENBERG-MARQUARDT ALGORITHM; NONLINEAR STATE; OFF-LINE TRAINING; ONLINE LEARNING; PERMANENT MAGNET LINEAR SYNCHRONOUS MOTOR; POSITION SENSORLESS CONTROL; SENSOR LESS CONTROL; TRAINING DATA;

COMPUTER SCIENCE; DAMAGE DETECTION; ELECTRIC MOTORS; LEARNING ALGORITHMS; MAGNETIC DEVICES; NEURONS; OBSERVABILITY; PERMANENT MAGNETS; POSITION CONTROL; SYNCHRONOUS MOTORS;

NEURAL NETWORKS;

EID: 77949635416     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIECS.2009.5364029     Document Type: Conference Paper

References (8)

1. Bon Gwan Gu, Kwanghee Nam. A vector control scheme for a PM linear synchronous motor in extended region[J]. IEEE Transactions on Industry Applications, 2003, 39(5): 1280-1286.
2. Hirvonen, Yousefi, Handroos. Feedforward neural network compensation and state estimation in suppressing mechanical vibrations in a PMLSM. American Society of Mechanical Engineers, Dynamic Systems and Control Division (Publication) 2005, pp. 1841-1848.
3. Hirvonen, Markus, Pyrhönen, Olli, Handroos, Heikki. Observer based adaptive backstepping velocity controller for a flexible mechanism of a PMLSM. Proceedings of the ASME International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, 2005, pp. 761-769.
4. YU Peiqiong, LU Yihong, WANG Yong, YANG Weimin, CHEN Zichen. Research on Permanent Magnet Linear Synchronous Motor Position Sensorless Control System[J] Proceedings of the CSEE, 2007, 27(24): 53-57(in Chinese).
5. SUN Yibiao, GUO Qingding. Feedback linearization speed tracking control of linear servo system based on sliding mode observer[J].Control Theory&Application, 2004, 21(3): 391-397(in Chinese).
6. Todd D.Batzel, Kwang Y.Lee. An approach to sensorless operation of the permanent magnet synchronous motor using diagonally recurrent neural networks. IEEE Transactions on Energy Conversion, 2003, 18(1): 100-106.
7. Lin, F.-J,Teng, L.-T,Chu and H.Modified Elman neural network controller with improved particle swarm optimisation for linear synchronous motor drive, IET Electric Power Applications, 2008, pp 201-214.
8. XIA Changliang, WANG Mingchao, SHI Tingna, GUO Peijian. Position sensorless control for switched reluctance motors using neural network[J]. Proceedings of the CSEE, 2005, 25(13): 123-128(in Chinese).