Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm

Volume: 1 Number: 3 September 1, 2009
  • A. Rezazadeh
  • M. Sedighizadeh
  • A. Askarzadeh
EN

Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm

Abstract

Since the operation of a Proton Exchange Membrane Fuel Cell (PEMFC) is extremely nonlinear process as well as its parameters change when it is operating, a designer can’t easily to control it; accordingly conventional controllers cannot satisfy the control objectives as well as the intelligent controllers. Thus, in this paper an intelligent controller is proposed for fuel cell stack control system based on Particle Swarm Optimization (PSO). In order to analyze the efficiency of this method, the results are compared with other intelligent controller based on Genetic Algorithm (GA). The simulation results demonstrate the high performance capability of both proposed controllers in terms of precise and convergence speed

Keywords

References

  1. J.M. Correa, F.A. Farret, L.N. Canha, M.G. Simoes, “An electrochemical-based fuel cell model suitable for electrical engineering automation approach,” IEEE Trans, Ind, Electron, vol. 51, pp. 1103-1112, 2004.
  2. T. Sun, S.J. Yan, G.Y. Cao, X.J. Zhu, “Modeling and control PEMFC using fuzzy neural network,” J. Zhejiang, University science, vol. 6, pp.1084-1089, 2005.
  3. Z.D. Zhong. X.J. Zhu, G.A. Cao, “Modeling a PEMFC by support vector machine,” J. power source, vol. 160, pp. 293-298, 2006.
  4. K.S. Narendra, S. Mukhopadhyay, “Adaptive control using neural networks and approximate models,” IEEE Trans, neural networks, vol. 8, pp. 1103-1112, 1997.
  5. R.C. Eberhart, J. Kennedy, “Anew optimizer using particle swarm theory,” IEEE, Service center, pp. 39-43, 1995.
  6. D.E. Goldberg,”Genetic algorithms in search, optimization and machine learning,” Addison-Wesley, Reading, MA, 1989.
  7. M. Cirrincione, M. Pucci, G. Cirrincione, M.G. Simoes, “A neural non-linear predictive control for PEM-FC,” J. Electrical system, vol. 1-2. pp. 1-18, 2005.

Details

Primary Language

English

Subjects

-

Journal Section

-

Authors

A. Rezazadeh This is me

M. Sedighizadeh This is me

A. Askarzadeh This is me

Publication Date

September 1, 2009

Submission Date

September 1, 2009

Acceptance Date

-

Published in Issue

Year 2009 Volume: 1 Number: 3

APA
Rezazadeh, A., Sedighizadeh, M., & Askarzadeh, A. (2009). Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm. International Journal of Engineering and Applied Sciences, 1(3), 44-51. https://izlik.org/JA67HX93JH
AMA
1.Rezazadeh A, Sedighizadeh M, Askarzadeh A. Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm. IJEAS. 2009;1(3):44-51. https://izlik.org/JA67HX93JH
Chicago
Rezazadeh, A., M. Sedighizadeh, and A. Askarzadeh. 2009. “Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm”. International Journal of Engineering and Applied Sciences 1 (3): 44-51. https://izlik.org/JA67HX93JH.
EndNote
Rezazadeh A, Sedighizadeh M, Askarzadeh A (September 1, 2009) Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm. International Journal of Engineering and Applied Sciences 1 3 44–51.
IEEE
[1]A. Rezazadeh, M. Sedighizadeh, and A. Askarzadeh, “Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm”, IJEAS, vol. 1, no. 3, pp. 44–51, Sept. 2009, [Online]. Available: https://izlik.org/JA67HX93JH
ISNAD
Rezazadeh, A. - Sedighizadeh, M. - Askarzadeh, A. “Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm”. International Journal of Engineering and Applied Sciences 1/3 (September 1, 2009): 44-51. https://izlik.org/JA67HX93JH.
JAMA
1.Rezazadeh A, Sedighizadeh M, Askarzadeh A. Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm. IJEAS. 2009;1:44–51.
MLA
Rezazadeh, A., et al. “Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm”. International Journal of Engineering and Applied Sciences, vol. 1, no. 3, Sept. 2009, pp. 44-51, https://izlik.org/JA67HX93JH.
Vancouver
1.A. Rezazadeh, M. Sedighizadeh, A. Askarzadeh. Optimal Control of Proton Exchange Membrane Fuel Cell Based on Particle Swarm Optimization and Genetic Algorithm. IJEAS [Internet]. 2009 Sep. 1;1(3):44-51. Available from: https://izlik.org/JA67HX93JH

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