IMPERIALIST COMPETITIVE ALGORITHM-BASED FUZZY PID CONTROL METHODOLOGY FOR SPEED TRACKING ENHANCEMENT OF STEPPER MOTOR

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International Journal on Smart Sensing and Intelligent Systems

Professor Subhas Chandra Mukhopadhyay

Exeley Inc. (New York)

Subject: Computational Science & Engineering, Engineering, Electrical & Electronic

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VOLUME 5 , ISSUE 3 (September 2012) > List of articles

IMPERIALIST COMPETITIVE ALGORITHM-BASED FUZZY PID CONTROL METHODOLOGY FOR SPEED TRACKING ENHANCEMENT OF STEPPER MOTOR

Amir Mehdi Yazdani * / Ahmadreza Ahmadi * / Salinda Buyamin * / Mohd Fua’ad Rahmat * / Farshad Davoudifar / Herlina Abd Rahim

Keywords : PMSM, trajectory tracking, ICA, FPID controller, perturbation

Citation Information : International Journal on Smart Sensing and Intelligent Systems. Volume 5, Issue 3, Pages 717-741, DOI: https://doi.org/10.21307/ijssis-2017-504

License : (CC BY-NC-ND 4.0)

Received Date : 20-June-2012 / Accepted: 01-August-2012 / Published Online: 01-September-2012

ARTICLE

ABSTRACT

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.

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REFERENCES

[1] S.Ghafari, M.Behzad , “Investigation of the micro-step control positioning system performance affected by random input signal ”, Mechatronics, Vol.15, pp. 1175-1189, 2005.
[2] TR. Fredriksen, “ Applications of the Closed-Loop Stepping Motor”, IEEE Transactions on Automatic Control, Vol.13 , No.5, pp. 464-474, 1968.
[3] PJ.Clarkson, PP.Acarnley, “ Closed-Loop Control of Stepping Motor Systems” , IEEE Transaction on Industry Applications , Vol.24, No.4,pp. 685-691,1988.
[4] M. Zribi, J. Chaisson, “ Position Control of a PM stepper motor by exact linearization ”, IEEE Transaction on Automatic Control, Vol. 36, pp. 620-625, 1991.
[5] J. Cruz, D.Kulic ,W.Owen, “ Online Incremental Learning of Inverse Dynamics Incorporating Prior Knowledge ”, International Conference on Autonomous and Intelligent Systems, 2011.
[6] F. Betin, D. Pinchon, GA. Capolino, “ Fuzzy Logic Applied to Speed Control of a Stepping Motor Drive” , IEEE Transaction on Industrial Electronics, Vol. 47, No.3,pp. 610-622, 2000.
[7] S.F.Rezeka, N.M.Elsodany, and N.A.Maharem , “ Fuzzy Gain Scheduling Control of a Stepper Motor Driving a Flexible Rotor”, European Journal of Scientific Research , Vol.39, pp.50-63,2010.
[8] M.F.Rahmat, A.M.Yazdani,M.Ahmadi Movahed,S.Mahmoudzahe, “Temperature Control of a Continuous Stirred Tank Reactor by means of Two Different Intelligent Strategies” , International Journal on Smart Sensing and Intelligent Systems, Vol. 4, No. 2,pp. 244-267, 2011.
[9] T. Kenjo, “ Stepper Motors and their Microprocessor Controllers ”.ISBN: 0-19-859326-0, Clarendon Press ,Oxford 1984.
[10] R.Marino, S.Peresada, P.Tomei, “ Nonlinear adaptive Control of Permanent Magnet Step Motors” , Journal of Automatica, Vol.31, No.11, pp.1595- 1604, 1995.
[11] S.Kamalasadan , “ A New I intelligent Control for the Precision Tracking of Permanent Magnet Stepper Motor”, IEEE, Power Engineering Society General Meeting, 2007.
[12] Zh.Woo, H.Chung ,J.Lin , “A PID type fuzzy controller with self-tuning scaling factors ”, Fuzzy Sets and Systems, Vol.115, pp. 321-326, 2000.
[13] E.Atashpaz-Gargari,C. Lucas,“Imperialist Competitive Algorithm: An Algorithm for Optimization Inspired by Imperialistic Competition”. IEEE ,CEC, Singapore,2007.
[14] E.Atashpaz-Gargari, F. Hashemzadeh, and C. Lucas, “Designing MIMO PIID Controller using Colonial Competitive Algorithm: Applied to Distillation Column Process” IEEE, World Congress on Computational Intelligence,2008.
[15] A.MohammadZadeh, E.Atashpaz Gargari, C.Lucas, “Vehicle Fuzzy Controller Design Using Imperialist Competitive Algorithm”, IEEE, World Congress on Computational Intelligence,2008.

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