Adaptive speed estimation of induction motor based on neural network inverse control
The performance of the neural network based estimator is investigated with simulations for variations in the rotor resistance from their nominal values, with both speed and load torque disturbances.In this paper, adaptive speed control of induction motor using neural network inverse control scheme a...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Elsevier Ltd
2011
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| Online Access: | http://umpir.ump.edu.my/id/eprint/24788/1/Adaptive%20speed%20estimation%20of%20induction%20motor%20based%20on%20neural%20network%20inverse%20control.pdf |
| _version_ | 1825812674146992128 |
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| author | Aryza, Solly Abdalla, Ahmed N. Zulkeflee, Khalidin Zulkarnain, Lubis |
| author_facet | Aryza, Solly Abdalla, Ahmed N. Zulkeflee, Khalidin Zulkarnain, Lubis |
| author_sort | Aryza, Solly |
| collection | UMP |
| description | The performance of the neural network based estimator is investigated with simulations for variations in the rotor resistance from their nominal values, with both speed and load torque disturbances.In this paper, adaptive speed control of induction motor using neural network inverse control scheme are proposed. The controller-structure design is based on a vector control scheme that transforms the three phase motor currents into flux and torque generating current components. The experiment results show that the proposed scheme has excellent dynamic and static control performance. |
| first_indexed | 2024-03-06T12:32:39Z |
| format | Article |
| id | UMPir24788 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:32:39Z |
| publishDate | 2011 |
| publisher | Elsevier Ltd |
| record_format | dspace |
| spelling | UMPir247882019-06-12T04:20:16Z http://umpir.ump.edu.my/id/eprint/24788/ Adaptive speed estimation of induction motor based on neural network inverse control Aryza, Solly Abdalla, Ahmed N. Zulkeflee, Khalidin Zulkarnain, Lubis TK Electrical engineering. Electronics Nuclear engineering The performance of the neural network based estimator is investigated with simulations for variations in the rotor resistance from their nominal values, with both speed and load torque disturbances.In this paper, adaptive speed control of induction motor using neural network inverse control scheme are proposed. The controller-structure design is based on a vector control scheme that transforms the three phase motor currents into flux and torque generating current components. The experiment results show that the proposed scheme has excellent dynamic and static control performance. Elsevier Ltd 2011 Article PeerReviewed pdf en cc_by_nc_nd http://umpir.ump.edu.my/id/eprint/24788/1/Adaptive%20speed%20estimation%20of%20induction%20motor%20based%20on%20neural%20network%20inverse%20control.pdf Aryza, Solly and Abdalla, Ahmed N. and Zulkeflee, Khalidin and Zulkarnain, Lubis (2011) Adaptive speed estimation of induction motor based on neural network inverse control. Procedia Engineering, 15. pp. 4188-4193. ISSN 1877-7058. (Published) https://doi.org/10.1016/j.proeng.2011.08.786 https://doi.org/10.1016/j.proeng.2011.08.786 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Aryza, Solly Abdalla, Ahmed N. Zulkeflee, Khalidin Zulkarnain, Lubis Adaptive speed estimation of induction motor based on neural network inverse control |
| title | Adaptive speed estimation of induction motor based on neural network inverse control |
| title_full | Adaptive speed estimation of induction motor based on neural network inverse control |
| title_fullStr | Adaptive speed estimation of induction motor based on neural network inverse control |
| title_full_unstemmed | Adaptive speed estimation of induction motor based on neural network inverse control |
| title_short | Adaptive speed estimation of induction motor based on neural network inverse control |
| title_sort | adaptive speed estimation of induction motor based on neural network inverse control |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/24788/1/Adaptive%20speed%20estimation%20of%20induction%20motor%20based%20on%20neural%20network%20inverse%20control.pdf |
| work_keys_str_mv | AT aryzasolly adaptivespeedestimationofinductionmotorbasedonneuralnetworkinversecontrol AT abdallaahmedn adaptivespeedestimationofinductionmotorbasedonneuralnetworkinversecontrol AT zulkefleekhalidin adaptivespeedestimationofinductionmotorbasedonneuralnetworkinversecontrol AT zulkarnainlubis adaptivespeedestimationofinductionmotorbasedonneuralnetworkinversecontrol |