Adaptive speed estimation of induction motor based on neural network inverse control

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...

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Main Authors: Aryza, Solly, Abdalla, Ahmed N., Zulkeflee, Khalidin, Zulkarnain, Lubis
Format: Article
Language:English
Published: Elsevier Ltd 2011
Subjects:
TK Electrical engineering. Electronics Nuclear engineering
Online Access:http://umpir.ump.edu.my/id/eprint/24788/
http://umpir.ump.edu.my/id/eprint/24788/
http://umpir.ump.edu.my/id/eprint/24788/
http://umpir.ump.edu.my/id/eprint/24788/1/Adaptive%20speed%20estimation%20of%20induction%20motor%20based%20on%20neural%20network%20inverse%20control.pdf
id ump-24788
recordtype eprints
spelling ump-247882019-06-12T04:20:16Z 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 https://doi.org/10.1016/j.proeng.2011.08.786 https://doi.org/10.1016/j.proeng.2011.08.786
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
topic TK Electrical engineering. Electronics Nuclear engineering
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
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.
format Article
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
title 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_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_sort adaptive speed estimation of induction motor based on neural network inverse control
publisher Elsevier Ltd
publishDate 2011
url http://umpir.ump.edu.my/id/eprint/24788/
http://umpir.ump.edu.my/id/eprint/24788/
http://umpir.ump.edu.my/id/eprint/24788/
http://umpir.ump.edu.my/id/eprint/24788/1/Adaptive%20speed%20estimation%20of%20induction%20motor%20based%20on%20neural%20network%20inverse%20control.pdf
first_indexed 2023-09-18T22:37:43Z
last_indexed 2023-09-18T22:37:43Z
_version_ 1777416707716939776

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