个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:东亚大学
学位:博士
所在单位:机械工程学院
学科:机械设计及理论
办公地点:大方楼8021#
电子邮箱:sxg@dlut.edu.cn
Analysis and optimization of high temperature proton exchange membrane (HT-PEM) fuel cell based on surrogate model
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论文类型:期刊论文
发表时间:2020-04-21
发表刊物:INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
收录刊物:SCIE
卷号:45
期号:22
页面范围:12501-12513
ISSN号:0360-3199
关键字:High temperature proton exchange membrane fuel cell; Analysis and optimization; Surrogate model; Stoichiometric ratio; Flow channel geometry
摘要:The stoichiometric ratio and flow channel geometry play a vital role in the performance of high temperature proton exchange membrane (HT-PEM) fuel cells. Because of the high cost of experiments or simulations, most analyses and optimization of the stoichiometric ratio and flow channel geometry are limited to several points in the entire design domain. In this study, an analysis and optimization method for HT-PEM fuel cells based on the surrogate model was proposed. Surrogate models were constructed using some of the available budgets of samples to analyze and optimize the entire design domain. With this method, it was indicated that the effect of the cathode stoichiometric ratio is more significant to the cell performance than the anode stoichiometric ratio and there are significant nonlinear interactions among the flow channel geometry parameters. At the fixed operating voltage, the flow channel geometry with the maximum current density and that with the maximum real power were obtained. Compared with the base design, the designs obtained by the surrogate model improve the current density and real power by 10.54% and 3.93%, respectively. Thus, this analysis and optimization method is demonstrated to be helpful and deserves attention in future research. (C) 2020 Hydrogen Energy Publications LLC. Published by Elsevier Ltd. All rights reserved.