Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor

Precise control of the stepper motor has always been a topic of interest and also a challenging issue among control engineering researchers due to the nonlinear nature of the motor dynamic. Abrupt influences of the uncertainties on the model's dynamic and control performance, on the other hand,...

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Main Authors: Yazdani, Amir Mehdi, Ahmadi, Ahmadreza R., Buyamin, Salinda, Rahmat, Mohd. Fua'ad, Davoudifar, Farshad, Abdul Rahim, Herlina
Format: Article
Language:English
Published: 2012
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Online Access:http://eprints.utm.my/id/eprint/47081/1/AmirMehdiYazdani2012_ImperialistCompetitiveAlgorithmBasedFuzzy.pdf
http://eprints.utm.my/id/eprint/47081/
http://dx.doi.org/10.21307/ijssis-2017-504
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spelling my.utm.470812019-01-28T03:54:23Z http://eprints.utm.my/id/eprint/47081/ Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor Yazdani, Amir Mehdi Ahmadi, Ahmadreza R. Buyamin, Salinda Rahmat, Mohd. Fua'ad Davoudifar, Farshad Abdul Rahim, Herlina TK Electrical engineering. Electronics Nuclear engineering Precise control of the stepper motor has always been a topic of interest and also a challenging issue among control engineering researchers due to the nonlinear nature of the motor dynamic. Abrupt influences of the uncertainties on the model's dynamic and control performance, on the other hand, must be taken into account for providing a control methodology including the characteristics of adaption and flexibility. Lack of these items in most of the classic control approaches results in degradation of the control action. The main purpose of this paper is to provide an intelligent approach for improving the functionality of conventional PID controller in the problem of trajectory tracking in permanent magnet stepper motor (PMSM). Combination of a meta-heuristic algorithm called imperialist competitive algorithm (ICA) and fuzzy logic is employed for online tuning of PID controller. This, consequently, establishes an intelligent structure, fuzzy-PID controller (FPID), which is more flexible and accurate both in certain and uncertain situations. Using a systematic approach in designing the optimal fuzzy structure based on the ICA is our contribution here which leads to better performance of PMSM. Comparing the results of simulations, done in Matlab Simulink, between the suggested control strategy and performance of the PID, expresses the remarkable capability of FPID in overcoming the complexity of control of the nonlinear and uncertain systems. 2012-09 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/47081/1/AmirMehdiYazdani2012_ImperialistCompetitiveAlgorithmBasedFuzzy.pdf Yazdani, Amir Mehdi and Ahmadi, Ahmadreza R. and Buyamin, Salinda and Rahmat, Mohd. Fua'ad and Davoudifar, Farshad and Abdul Rahim, Herlina (2012) Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor. International Journal on Smart Sensing and Intelligent Systems, 5 (3). pp. 717-741. ISSN 1178-5608 http://dx.doi.org/10.21307/ijssis-2017-504 DOI:10.21307/ijssis-2017-504
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Yazdani, Amir Mehdi
Ahmadi, Ahmadreza R.
Buyamin, Salinda
Rahmat, Mohd. Fua'ad
Davoudifar, Farshad
Abdul Rahim, Herlina
Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor
description Precise control of the stepper motor has always been a topic of interest and also a challenging issue among control engineering researchers due to the nonlinear nature of the motor dynamic. Abrupt influences of the uncertainties on the model's dynamic and control performance, on the other hand, must be taken into account for providing a control methodology including the characteristics of adaption and flexibility. Lack of these items in most of the classic control approaches results in degradation of the control action. The main purpose of this paper is to provide an intelligent approach for improving the functionality of conventional PID controller in the problem of trajectory tracking in permanent magnet stepper motor (PMSM). Combination of a meta-heuristic algorithm called imperialist competitive algorithm (ICA) and fuzzy logic is employed for online tuning of PID controller. This, consequently, establishes an intelligent structure, fuzzy-PID controller (FPID), which is more flexible and accurate both in certain and uncertain situations. Using a systematic approach in designing the optimal fuzzy structure based on the ICA is our contribution here which leads to better performance of PMSM. Comparing the results of simulations, done in Matlab Simulink, between the suggested control strategy and performance of the PID, expresses the remarkable capability of FPID in overcoming the complexity of control of the nonlinear and uncertain systems.
format Article
author Yazdani, Amir Mehdi
Ahmadi, Ahmadreza R.
Buyamin, Salinda
Rahmat, Mohd. Fua'ad
Davoudifar, Farshad
Abdul Rahim, Herlina
author_facet Yazdani, Amir Mehdi
Ahmadi, Ahmadreza R.
Buyamin, Salinda
Rahmat, Mohd. Fua'ad
Davoudifar, Farshad
Abdul Rahim, Herlina
author_sort Yazdani, Amir Mehdi
title Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor
title_short Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor
title_full Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor
title_fullStr Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor
title_full_unstemmed Imperialist competitive algorithm-based fuzzy PID control methodology for speed tracking enhancement of stepper motor
title_sort imperialist competitive algorithm-based fuzzy pid control methodology for speed tracking enhancement of stepper motor
publishDate 2012
url http://eprints.utm.my/id/eprint/47081/1/AmirMehdiYazdani2012_ImperialistCompetitiveAlgorithmBasedFuzzy.pdf
http://eprints.utm.my/id/eprint/47081/
http://dx.doi.org/10.21307/ijssis-2017-504
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score 13.160551