PEM fuel cell modeling using differential evolution

被引:107
作者
Chakraborty, Uday K. [1 ]
Abbott, Travis E. [1 ]
Das, Sajal K. [2 ]
机构
[1] Univ Missouri, Dept Math & Comp Sci, St Louis, MO 63121 USA
[2] Univ Texas Arlington, Dept Comp Sci & Engn, Arlington, TX 76019 USA
基金
美国国家科学基金会;
关键词
Proton exchange membrane fuel cell; PEMFC stack; Differential evolution; Genetic algorithm; DYNAMIC-MODEL; PLANT;
D O I
10.1016/j.energy.2012.01.039
中图分类号
O414.1 [热力学];
学科分类号
摘要
This paper develops a differential-evolution-based solution for the problem of proton exchange membrane fuel cell stack modeling. The problem is analytically intractable and computationally hard. The present paper produces results that outperform state-of-the-art approaches on three performance metrics: solution quality corresponding to a given cost, cost of finding a solution of a given quality, and frequency of producing an optimal or near-optimal solution. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:387 / 399
页数:13
相关论文
共 25 条
  • [1] AMPHLETT JC, 1995, J ELECTROCHEM SOC, V142, P1, DOI 10.1149/1.2043866
  • [2] [Anonymous], 2000, FUEL CELL HDB, V5th
  • [3] [Anonymous], 2008, ADV DIFFERENTIAL EVO
  • [4] An error in solid oxide fuel cell stack modeling
    Chakraborty, Uday Kumar
    [J]. ENERGY, 2011, 36 (02) : 801 - 802
  • [5] Static and dynamic modeling of solid oxide fuel cell using genetic programming
    Chakraborty, Uday Kumar
    [J]. ENERGY, 2009, 34 (06) : 740 - 751
  • [6] Chakraborty UK, 2008, INT J INF COMMUN TEC, V1, P450
  • [7] Chraim F., 2010, 2010 IEEE International Instrumentation & Measurement Technology Conference - I2MTC 2010, P1320, DOI 10.1109/IMTC.2010.5488214
  • [8] An electrochemical-based fuel-cell model suitable for electrical engineering automation approach
    Corrêa, JM
    Farret, FA
    Canha, LN
    Simoes, MG
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2004, 51 (05) : 1103 - 1112
  • [9] Differential Evolution Using a Neighborhood-Based Mutation Operator
    Das, Swagatam
    Abraham, Ajith
    Chakraborty, Uday K.
    Konar, Amit
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2009, 13 (03) : 526 - 553
  • [10] Mathematical model and characterization of the transient behavior of a PEM fuel cell
    Friede, W
    Raël, S
    Davat, B
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2004, 19 (05) : 1234 - 1241