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Optimization of polymer electrolyte membrane fuel cell flow channels using a genetic algorithm

机译:遗传算法优化高分子电解质膜燃料电池流道

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摘要

The design of the flow channels in PEM fuel cells directly impacts the transport of reactant gases to the electrodes and affects cell performance. This paper presents results from a study to optimize the geometry of the flow channels in a PEM fuel cell. The optimization process implements a genetic algorithm to rapidly converge on the channel geometry that provides the highest net power output from the cell. In addition, this work implements a method for the automatic generation of parameterized channel domains that are evaluated for performance using a commercial computational fluid dynamics package from ANSYS. The software package includes GAMBIT as the solid modeling and meshing software, the solver FLUENT, and a PEMFC Add-on Module capable of modeling the relevant physical and electrochemical mechanisms that describe PEM fuel cell operation. The result of the optimization process is a set of optimal channel geometry values for the single-serpentine channel configuration. The performance of the optimal geometry is contrasted with a sub-optimal one by comparing contour plots of current density, oxygen and hydrogen concentration. In addition, the role of convective bypass in bringing fresh reactant to the catalyst layer is examined in detail. The convergence to the optimal geometry is confirmed by a bracketing study which compares the performance of the best individual to those of its neighbors with adjacent parameter values.
机译:PEM燃料电池中流道的设计直接影响反应气体向电极的传输,并影响电池性能。本文介绍了一项优化PEM燃料电池中流道几何形状的研究结果。优化过程实现了遗传算法,以快速收敛于通道几何结构,该几何结构提供了来自单元的最高净功率输出。此外,这项工作实现了一种自动生成参数化通道域的方法,该方法使用ANSYS的商业计算流体动力学软件包对性能进行了评估。该软件包包括GAMBIT(作为实体建模和网格划分软件),求解器FLUENT,以及能够对描述PEM燃料电池运行的相关物理和电化学机制进行建模的PEMFC附加模块。优化过程的结果是针对单蛇形通道配置的一组最佳通道几何值。通过比较电流密度,氧气和氢气浓度的等高线图,可以将最佳几何结构的性能与次优几何结构进行对比。另外,详细检查了对流旁路在将新鲜反应物带入催化剂层中的作用。包围研究证实了最佳几何的收敛性,该研究将最佳个体与其相邻个体(具有相邻参数值)的性能进行比较。

著录项

  • 来源
    《Journal of power sources》 |2011年第22期|p.9407-9418|共12页
  • 作者单位

    Center for Fuel Cell Research, Department of Mechanical Engineering, University of Delaware, Newark, D£ 19716, United States;

    Center for Fuel Cell Research, Department of Mechanical Engineering, University of Delaware, Newark, D£ 19716, United States;

    Center for Fuel Cell Research, Department of Mechanical Engineering, University of Delaware, Newark, D£ 19716, United States;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    pemfc; single serpentine; channel geometry; genetic algorithm; optimization; finite element analysis;

    机译:pemfc;单蛇纹石通道几何;遗传算法优化;有限元分析;
  • 入库时间 2022-08-18 00:24:35

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