Surrogate-assisted reliability-based design optimization of PEMFC serpentine flow channel
In a fuel cell, flow channels are crucial components responsible for various essential functions that enable the system to operate effectively. The design of a directly coupled flow channel in a Proton Exchange Membrane Fuel Cell (PEMFC) system, assuming deterministic parameters, has been extensively studied. However, this deterministic approach neglects the inherent uncertainties in system performance during real-life operation, resulting in potentially unreliable and suboptimal performance. To address this issue, we propose a reliability-based design optimization (RBDO) of the PEMFC’s channel structure, considering uncertainties in operating parameters. This paper presents a numerical model of the PEMFC in COMSOL, deterministic designs, reliability-based designs and a global sensitivity analysis on the PEMFC cell’s potential output and average water activity on the membrane. Although the RBDO approach shows a reduction in cell efficiency compared to the deterministic design, it significantly improves reliability, with increases from 60.92% to 95.10% for cell potential and from 79.31% to 96.85% for water activity.
Authors
- Misganaw Abebe
- Bonyong Koo (ORCID: https://orcid.org/0000-0002-7980-6140)
- Hyunseok Kim (ORCID: https://orcid.org/0000-0003-2782-7609)
- Min-Geun Kim
Institutions
- Seoul National University of Science and Technology (KR)
- Kunsan National University (KR)
- Korea Research Institute of Ships and Ocean Engineering
- Korea University of Science and Technology (KR)
Publication Details
- Journal
- Frontiers in Energy Research
- Published
- 2024-09-20
- DOI
- https://doi.org/10.3389/fenrg.2024.1468702
- Citations
- 3
- Primary Topic
- Fuel Cells and Related Materials
- Type
- article
- Field-Weighted Citation Impact
- 0.63
Funders
- Ministry of Oceans and Fisheries