Model predictive control of water management in PEMFC

被引:56
作者
Zhang, Liyan [1 ,2 ]
Pan, Mu [1 ]
Quan, Shuhai [2 ]
机构
[1] Wuhan Univ Technol, State Key Lab Adv Technol Mat Synth & Progressing, Wuhan 430070, Peoples R China
[2] Wuhan Univ Technol, Sch Automat, Wuhan 430070, Peoples R China
关键词
Proton Exchange Membrane Fuel Cell (PEMFC); water management; model predictive control (MPC); recurrent neural network (RNN);
D O I
10.1016/j.jpowsour.2008.01.088
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Water management is critical for Proton Exchange Membrane Fuel Cells (PEMFC). An appropriate humidity condition not only can improve the performances and efficiency of the fuel cell, but can also prevent irreversible degradation of internal composition such as the catalyst or the membrane. In this paper we built the model of water management systems which consist of stack voltage model, water balance equation in anode and cathode, and water transport process in membrane. Based on this model, model predictive control mechanism was proposed by utilizing Recurrent Neural Network (RNN) optimization. The models and model predictive controller have been implemented in the MATLAB and SIMULINK environment. Simulation results showed that this approach can avoid fluctuation of water concentration in cathode and can extend the lifetime of PEM fuel cell stack. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:322 / 329
页数:8
相关论文
共 25 条
[1]  
ABTAHI H, 2005, MAN CYBERNETICS, P3486
[2]  
ADAMS JA, 2000, 2000011061 SAE
[3]  
ALESSANDRO M, 2005, IEEE VEHICLE POWER P, P611
[4]   PERFORMANCE MODELING OF THE BALLARD-MARK-IV SOLD POLYMER ELECTROLYTE FUEL-CELL .2. EMPIRICAL-MODEL DEVELOPMENT [J].
AMPHLETT, JC ;
BAUMERT, RM ;
MANN, RF ;
PEPPLEY, BA ;
ROBERGE, PR ;
HARRIS, TJ .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1995, 142 (01) :9-15
[5]   The explicit linear quadratic regulator for constrained systems [J].
Bemporad, A ;
Morari, M ;
Dua, V ;
Pistikopoulos, EN .
AUTOMATICA, 2002, 38 (01) :3-20
[6]   Operating proton exchange membrane fuel cells without external humidification of the reactant gases - Fundamental aspects [J].
Buchi, FN ;
Srinivasan, S .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1997, 144 (08) :2767-2772
[7]  
Chen DM, 2004, P AMER CONTR CONF, P822
[8]   Effective schemes to control the dynamic behavior of the water transport in the membrane of PEM fuel cell [J].
Chen, FL ;
Chu, HS ;
Soong, CY ;
Yan, WM .
JOURNAL OF POWER SOURCES, 2005, 140 (02) :243-249
[9]   Performance of polymer electrolyte membrane fuel cell (PEMFC) stacks Part I. Evaluation and simulation of an air-breathing PEMFC stack [J].
Chu, D ;
Jiang, RZ .
JOURNAL OF POWER SOURCES, 1999, 83 (1-2) :128-133
[10]   Model-based control of fuel cells: (1) Regulatory control [J].
Golbert, J ;
Lewin, DR .
JOURNAL OF POWER SOURCES, 2004, 135 (1-2) :135-151