TY - JOUR
T1 - Surrogate-assisted reliability-based design optimization of PEMFC serpentine flow channel
AU - Abebe, Misganaw
AU - Koo, Bonyong
AU - Kim, Min Geun
AU - Kim, Hyun Seok
N1 - Publisher Copyright:
Copyright © 2024 Abebe, Koo, Kim and Kim.
PY - 2024
Y1 - 2024
N2 - 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.
AB - 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.
KW - flow channel
KW - proton exchange membrane fuel cell
KW - reliability-based design optimization
KW - sobol sensitivity analysis
KW - surrogate model
UR - https://www.scopus.com/pages/publications/85205968614
U2 - 10.3389/fenrg.2024.1468702
DO - 10.3389/fenrg.2024.1468702
M3 - Article
AN - SCOPUS:85205968614
SN - 2296-598X
VL - 12
JO - Frontiers in Energy Research
JF - Frontiers in Energy Research
M1 - 1468702
ER -