Enhancing the analytical modeling of proton-exchange membrane fuel cells for optimal parameter extraction with the Ali Baba and the forty thieves algorithm

被引:0
|
作者
Linoubli, Lazhar [1 ,2 ]
Hajji, Salah [1 ]
Ben Messaoud, Ramzi [1 ]
机构
[1] Res & Technol Ctr Energy, Lab Nanomat & Syst Renewable Energies, BP 95,Hammam Lif, Ben Arous 2050, Tunisia
[2] Univ Tunis, Higher Natl Engn Sch Tunis, Tunis, Tunisia
关键词
Parameter estimation; PEMFC modeling; Butler-Volmer equation; Ali baba and the forty thieves algorithm; Activation voltage; Concentration voltage; And reversible voltage;
D O I
10.1016/j.jtice.2025.106093
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Background: This research presents an improvement in the analytical modeling of the equivalent electrical circuit of Proton-Exchange Membrane Fuel Cells (PEMFC). This enhancement is based on a more generalized theoretical framework than existing approaches, providing a more accurate representation of the fuel cell's electrical behavior. Methods: A new expression for the activation voltage has been developed from an improved solution to the Butler-Volmer equation, providing a more accurate representation of electrochemical kinetics without resorting to the Tafel approximation. Additionally, a generalized formulation of the reversible voltage, accounting for the presence of water vapor, along with adjustments to the concentration voltage, has been integrated to optimize the model's accuracy. The Ali Baba and The Forty Thieves (AFT) metaheuristic algorithm is employed for parameter extraction, ensuring efficient and robust model optimization. Significant Results: The proposed model demonstrates significantly higher accuracy, with Total Sum of Squares (SSE) values of 3.9083e(-08),5.9158e(-08), and 8.0147e(-10) for the commercial fuel cells NedStack, BCS 500, and Ballard, respectively. These values are considerably lower than the best results reported in the literature (2.2881x10(-2),1.1364e(-2),0.1486), demonstrating the enhanced reliability and precision of the proposed model.
引用
收藏
页数:17
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