DocumentCode
83191
Title
Identification of a Proton-Exchange Membrane Fuel Cell’s Model Parameters by Means of an Evolution Strategy
Author
Restrepo, Carlos ; Konjedic, Tine ; Garces, Alejandro ; Calvente, Javier ; Giral, Roberto
Author_Institution
Dept. of Electr. Sustainable Energy, Delft Univ. of Technol., Delft, Netherlands
Volume
11
Issue
2
fYear
2015
fDate
Apr-15
Firstpage
548
Lastpage
559
Abstract
This paper presents the parameter identification of an equivalent circuit-based proton-exchange membrane fuel cell model. This model is represented by two electrical circuits, of which one reproduces the fuel cell´s output voltage characteristic and the other its thermal characteristic. The output voltage model includes activation, concentration, and ohmic losses, which describe the static properties, while the double-layer charging effect, which delays in fuel and oxygen supplies, and other effects provide the model´s dynamic properties. In addition, a novel thermal model of the studied Ballard´s 1.2-kW Nexa fuel cell is proposed. The latter includes the thermal effects of the stack´s fan, which significantly improve the model´s accuracy. The parameters of both, the electrical and the thermal, equivalent circuits were estimated on the basis of experimental data using an evolution strategy. The resulting parameters were validated by the measurement data obtained from the Nexa module. The comparison indicates a good agreement between the simulation and the experiment. In addition to simulations, the identified model is also suitable for usage in real-time fuel cell emulators. The emulator presented in this paper additionally proves the accuracy of the obtained model and the effectiveness of using an evolution strategy for identification of the fuel cell´s parameters.
Keywords
equivalent circuits; evolutionary computation; parameter estimation; proton exchange membrane fuel cells; Ballards Nexa fuel cell; double-layer charging effect; equivalent circuit; evolution strategy; ohmic losses; output voltage characteristic; parameter identification; power 1.2 kW; proton exchange membrane fuel cell model; thermal characteristic; Computational modeling; Fuel cells; Hydrogen; Informatics; Integrated circuit modeling; Load modeling; Mathematical model; Circuital model; digital emulator; evolution strategy (ES); parameter estimation; proton exchange membrane fuel cell (PEMFC);
fLanguage
English
Journal_Title
Industrial Informatics, IEEE Transactions on
Publisher
ieee
ISSN
1551-3203
Type
jour
DOI
10.1109/TII.2014.2317982
Filename
6800006
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