A Predictive Control Based on Neural Network for Dynamic Model of Proton Exchange Membrane Fuel Cell

Author:

Rezaei M.1,Mohseni M.2

Affiliation:

1. Department of Electrical and Computer Engineering, Shahid Beheshti University, G. C., Evin 1983963113, Tehran, Iran e-mail:

2. School of Electrical and Computer Engineering, University College of Engineering, University of Tehran, North Kargar Street, 11365-4563 Tehran, Iran e-mail:

Abstract

This paper presents the development of dynamic models for proton exchange membrane fuel cells (PEMFC). The PEMFC control system has an important effect on operation of cell. Traditional controllers could not lead to acceptable responses because of time-change, long-hysteresis, uncertainty, strong-coupling and nonlinear characteristics of PEMFCs, This paper presents a dynamic model for PEMFC system, so an intelligent or adaptive controller is needed. In this paper, a neural network predictive controller have been designed to control the voltage of at the presence of fluctuations of temperature. The results of implementation of this designed NN Predictive controller on a dynamic electrochemical model of a small size 5 KW, PEM fuel cell have been simulated by matlab/SIMULINK.

Publisher

ASME International

Subject

Mechanical Engineering,Mechanics of Materials,Energy Engineering and Power Technology,Renewable Energy, Sustainability and the Environment,Electronic, Optical and Magnetic Materials

Reference11 articles.

1. Ruan, Y., Wen, Y. M., Li, P., and Shen, W., 2008, “Design of Control Methods for a Portable PEMFC PowerSystem,” Proceedings of the 7th World Congress on Intelligent Control and Automation (WCICA'08), Chongqing, China, June 25–27, pp. 7874–7878.10.1109/WCICA.2008.4594158

2. Research, Development and Application of Proton-Exchange Membrane Fuel Cells,2000

3. A Neural Non-Linear Predictive Control for PEM-FC;J. Electr. Syst.,2005

4. Modeling of Proton Exchange Membrane Fuel Cell Performance With An Empirical Equation;J. Electrochem. Soc.,1995

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