A new parameter extraction method for accurate modeling of PEM fuel cells

被引:55
作者
Outeiro, M. T. [1 ]
Chibante, R. [2 ]
Carvalho, A. S. [3 ]
de Almeida, A. T. [4 ]
机构
[1] Inst Engn Coimbra, Dept Elect Engn, P-3030119 Coimbra, Portugal
[2] Inst Engn Porto, Dept Elect Engn, P-4200072 Oporto, Portugal
[3] Univ Porto, Fac Engn, Dept Elect & Comp Engn, P-4200465 Oporto, Portugal
[4] Univ Coimbra, Dept Elect & Comp Engn, Fac Sci & Technol, P-3030290 Coimbra, Portugal
关键词
PEM; fuel cell; modeling; parameter extraction; simulated annealing; optimization; Matlab;
D O I
10.1002/er.1525
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In this paper, a new parameter extraction method for accurate modeling of proton exchange membrane (PEM) fuel cell systems is presented. The main difficulty in obtaining an accurate PEM fuel cell dynamical model is the lack of manufacturer information about the exact values of the parameters needed for the model. In order to obtain a realistic dynamic model of the PEM system, the electrochemical considerations of the system are incorporated into the model. Although many models have been reported in the literature, the parameter extraction issue has been neglected. However, model parameters must be precisely identified in order to obtain accurate simulation results. The main contribution of the present work is the application of the simulated annealing (SA) optimization algorithm as a method for identification of PEM fuel cell model parameter identification. The major advantage of SA is its ability to avoid becoming trapped in local minimum, as well as its flexibility and robustness. The parameter extraction and performance validation are carried out by comparing experimental and simulated results. The good agreement observed confirms the usefulness of the proposed extraction approach together with adopted PEM fuel cell model as an efficient tool to help design of power fuel cell power systems. Copyright (C) 2009 John Wiley & Sons, Ltd.
引用
收藏
页码:978 / 988
页数:11
相关论文
共 30 条
[1]  
Al-baghdadi M.A.R.S., 2005, TURKISH J ENG ENV SC, V29, P235
[2]  
Amphlett J.C., 1995, Proceedings of the Battery Conference on Applications and Advantages, P221
[3]   A model predicting transient responses of proton exchange membrane fuel cells [J].
Amphlett, JC ;
Mann, RF ;
Peppley, BA ;
Roberge, PR ;
Rodrigues, A .
JOURNAL OF POWER SOURCES, 1996, 61 (1-2) :183-188
[4]   A simulated annealing approach to the traveling tournament problem [J].
Anagnostopoulos, A ;
Michel, L ;
Van Hentenryck, P ;
Vergados, Y .
JOURNAL OF SCHEDULING, 2006, 9 (02) :177-193
[5]   Status and development of PEM fuel cell technology [J].
Barbir, F. ;
Yazici, S. .
INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2008, 32 (05) :369-378
[6]   A MATHEMATICAL-MODEL OF THE SOLID-POLYMER-ELECTROLYTE FUEL-CELL [J].
BERNARDI, DM ;
VERBRUGGE, MW .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1992, 139 (09) :2477-2491
[8]  
Cook B., 2001, An Introduction to Fuel Cells and Hydrogen Technology
[9]   Sensitivity analysis of the modeling parameters used in simulation of proton exchange membrane fuel cells [J].
Corrêa, JM ;
Farret, FA ;
Popov, VA ;
Simoes, MG .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2005, 20 (01) :211-218
[10]   An electrochemical-based fuel-cell model suitable for electrical engineering automation approach [J].
Corrêa, JM ;
Farret, FA ;
Canha, LN ;
Simoes, MG .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2004, 51 (05) :1103-1112