Neural networks-based control of active and reactive power of a stand-alone PEM fuel cell power plant

被引:36
作者
El-Sharkh, MY [1 ]
Rahman, A [1 ]
Alam, MS [1 ]
机构
[1] Univ S Alabama, Dept Elect & Comp Engn, Mobile, AL 36688 USA
关键词
fuel cell; PEM fuel cell; active and reactive power control; fuel cell model; neural networks;
D O I
10.1016/j.jpowsour.2004.03.071
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
This paper presents a neural networks (NN)-based active and reactive power controller of a stand-alone proton exchange membrane (PEM) fuel cell power plant (FCPP). The controller modifies the inverter modulation index and the phase angle of the ac output voltage to control the active and reactive power output from an FCPP to match the terminal load. The control actions are based on feedback signals from the terminal load, output voltage and hydrogen input. The validity of the controller is verified when the FCPP model is used in conjunction with the NN controller to predict the response of the power plant to: (a) computer-simulated step changes in the load active and reactive power demand, and (b) actual active and reactive load demand of a single family residence. The response curves indicate the load following characteristics of the model and the predicted changes in the analytical parameters highlighted by the analysis. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:88 / 94
页数:7
相关论文
共 11 条
[1]   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
[2]  
[Anonymous], 2001, THESIS U CALIFORNIA
[3]   Numerical prediction of mass-exchange between cathode and anode channels in a PEM fuel cell [J].
Dutta, S ;
Shimpalee, S ;
Van Zee, JW .
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2001, 44 (11) :2029-2042
[4]  
ELSHARKH MY, 2003, IEEE T EN CONV JUN
[5]  
ELSHARKH MY, IN PRESS IEEE T POWE
[6]   Dynamic behavior of a PEM fuel cell stack for stationary applications [J].
Hamelin, J ;
Agbossou, K ;
Laperrière, A ;
Laurencelle, F ;
Bose, TK .
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2001, 26 (06) :625-629
[7]   A simplified dynamic model of grid-connected fuel-cell generators [J].
Hatziadoniu, CJ ;
Lobo, AA ;
Pourboghrat, F ;
Daneshdoost, M .
IEEE TRANSACTIONS ON POWER DELIVERY, 2002, 17 (02) :467-473
[8]   Fuel cells (Reprinted from Engineering Science and Education Journal) [J].
Laughton, MA .
POWER ENGINEERING JOURNAL, 2002, 16 (01) :37-47
[9]   An integrated SOFC plant dynamic model for power systems simulation [J].
Padullés, J ;
Ault, GW ;
McDonald, JR .
JOURNAL OF POWER SOURCES, 2000, 86 (1-2) :495-500
[10]   A two-dimensional analysis of mass transport in proton exchange membrane fuel cells [J].
Singh, D ;
Lu, DM ;
Djilali, N .
INTERNATIONAL JOURNAL OF ENGINEERING SCIENCE, 1999, 37 (04) :431-452