A simplified adaptive neuro-fuzzy inference system control strategy for PMSM drives
International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia.
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Universiti Malaysia Perlis (UniMAP)
2012
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my.unimap-204952012-07-19T13:25:59Z A simplified adaptive neuro-fuzzy inference system control strategy for PMSM drives Mustafa, Khalid Masood Hew, Wooi Ping, Prof. Dr. Nasrudin, Abd Rahim mkm_imn@hotmail.com wphew@um.edu.my nasrudin@um.edu.my Adaptive Neuro-Fuzzy Inference System (ANFIS) Permanent Magnet Synchronous Motor (PMSM) Membership functions International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia. In this paper, a simplified Adaptive Neuro-Fuzzy Inference System (ANFIS)-based control strategy is presented for a vector controlled Permanent Magnet Synchronous Motor (PMSM) drive. The ANFIS uses the speed error as the only input, with three membership functions and thus only three rules. Offline training is performed for the ANFIS to learn to output the appropriate values of torque producing current isq based on the speed error. Results of MATLAB simulation show excellent speed response of the PMSM drive in both transient and steady state conditions. 2012-07-19T13:25:59Z 2012-07-19T13:25:59Z 2012-02-27 Working Paper http://hdl.handle.net/123456789/20495 en Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2012) Universiti Malaysia Perlis (UniMAP) School of Mechatronic Engineering |
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Universiti Malaysia Perlis |
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| language |
English |
| topic |
Adaptive Neuro-Fuzzy Inference System (ANFIS) Permanent Magnet Synchronous Motor (PMSM) Membership functions |
| spellingShingle |
Adaptive Neuro-Fuzzy Inference System (ANFIS) Permanent Magnet Synchronous Motor (PMSM) Membership functions Mustafa, Khalid Masood Hew, Wooi Ping, Prof. Dr. Nasrudin, Abd Rahim A simplified adaptive neuro-fuzzy inference system control strategy for PMSM drives |
| description |
International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia. |
| author2 |
mkm_imn@hotmail.com |
| author_facet |
mkm_imn@hotmail.com Mustafa, Khalid Masood Hew, Wooi Ping, Prof. Dr. Nasrudin, Abd Rahim |
| format |
Working Paper |
| author |
Mustafa, Khalid Masood Hew, Wooi Ping, Prof. Dr. Nasrudin, Abd Rahim |
| author_sort |
Mustafa, Khalid Masood |
| title |
A simplified adaptive neuro-fuzzy inference system control strategy for PMSM drives |
| title_short |
A simplified adaptive neuro-fuzzy inference system control strategy for PMSM drives |
| title_full |
A simplified adaptive neuro-fuzzy inference system control strategy for PMSM drives |
| title_fullStr |
A simplified adaptive neuro-fuzzy inference system control strategy for PMSM drives |
| title_full_unstemmed |
A simplified adaptive neuro-fuzzy inference system control strategy for PMSM drives |
| title_sort |
simplified adaptive neuro-fuzzy inference system control strategy for pmsm drives |
| publisher |
Universiti Malaysia Perlis (UniMAP) |
| publishDate |
2012 |
| url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/20495 |
| _version_ |
1643793089914994688 |
| score |
13.251813 |