Performance optimization of polymer electrolyte membrane fuel cells using the Nelder-Mead algorithm

被引:5
作者
Piela, Piotr [1 ,5 ]
Mitzel, Jens [2 ]
Guelzow, Erich [2 ]
Hunger, Juergen [3 ]
Kabza, Alexander [3 ]
Joerissen, Ludwig [3 ]
Valle, Francesco [4 ]
Pilenga, Alberto [4 ]
Malkow, Thomas [4 ]
Tsotridis, Georgios [4 ]
机构
[1] Moscicki Ind Chem Res Inst ICRI, Rydygiera 8, PL-01793 Warsaw, Poland
[2] Inst Engn Thermodynam, German Aerosp Ctr DLR, Pfaffenwaldring 38-40, D-70569 Stuttgart, Germany
[3] Zentrurn Sonnenenergie & Wasserstoff Forsch Baden, ZSW, Helmholtzstr 8, D-89081 Ulm, Germany
[4] Inst Energy & Transport, Directorate Gen Joint Res Ctr JRC, European Commiss, Westerduinweg 3, NL-1755 LE Petten, Netherlands
[5] Tech Translat & Consulting Piotr Piela, Orzechowa 25, PL-05080 Izabelin, Poland
关键词
Polymer electrolyte membrane fuel cells; Performance optimization; Operating conditions; Efficiency; Simplex search; Stack testing; TAGUCHI METHOD; PEMFC STACK; OPERATING PARAMETERS; FACTORIAL DESIGN; NEURAL-NETWORK; SIMPLEX-METHOD; MODEL;
D O I
10.1016/j.ijhydene.2017.06.167
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
The direct-search simplex method for function optimization has been adapted to performance optimization of polymer electrolyte membrane fuel cells (PEMFCs). The established method is strongly application oriented and uses only experimentally determined data for optimization. It is not restricted to discrete parameters optimums and does not require the use of third-party software or computational resources. Hence, it is easy to implement in fuel cell testing stations. The optimization consists of finding, for a given fuel cell load, an optimum set of values of the 7 fuel cell operating parameters: the fuel cell temperature, the reactants' stoichiometric ratios, the reactants' inlet relative humidity, and the reactants' outlet pressures, resulting in the highest fuel cell performance. The performance is measured using a scalar function of the operating parameters and the load and can be defined according to needs. Two PEMFC performance functions: the fuel cell voltage and the system-related fuel cell efficiency were optimized using the procedure for practically sized PEMFC stacks of two designs. With respect to the nominal operating conditions defined as optimal for each stack design by its manufacturer, the gains from the optimization procedure were up to over 12% and up to over 7% for the stack voltage and efficiency, respectively. The validation of the procedure involved 5 stack specimens and four laboratories and consistent results were obtained. (C) 2017 Hydrogen Energy Publications LLC. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:20187 / 20200
页数:14
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