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3D hybrid stochastic reconstruction of catalyst layers in proton exchange membrane fuel cells from 2D images

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  • Ruzzante, Pascal
  • Li, Xianguo

Abstract

Proton exchange membrane fuel cells show promise in a variety of applications, aiding global efforts to achieve net-zero emissions. Its catalyst layer is a source of significant efficiency loss due to resistance to transport and reaction mechanisms in its porous structure. A computational reconstruction model of the porous microstructure is required to study the applicable pore-scale phenomena in the catalyst layer. A hybrid stochastic reconstruction technique is presented which reconstructs a catalyst layer from 2D scanning electron microscope experimental images, combining a sphere-packing approach with sphere-based simulated annealing and simultaneously optimizing the microstructure using the two-point correlation and the lineal path distribution. This technique (Method 2) is compared to a conventional sphere-based simulated annealing method (Method 1) and to a fabrication-based reconstruction (Method 0). Pore size distributions, surface area, porosity, mean pore diameter and mean chord lengths are used to validate the model and evaluate the accuracy of each reconstruction method. Both Method 1 and 2 result in porosity values within approximately 0.0001% of the reference porosity. Method 2 achieves higher accuracy than Methods 1 and 0 in the mean chord lengths and surface area, and both Methods 1 and 2 improve in the mean pore size over Method 0.

Suggested Citation

  • Ruzzante, Pascal & Li, Xianguo, 2023. "3D hybrid stochastic reconstruction of catalyst layers in proton exchange membrane fuel cells from 2D images," Energy, Elsevier, vol. 281(C).
  • Handle: RePEc:eee:energy:v:281:y:2023:i:c:s0360544223015943
    DOI: 10.1016/j.energy.2023.128200
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    References listed on IDEAS

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    1. Li, Yubai & Zhou, Zhifu & Liu, Xianglei & Wu, Wei-Tao, 2019. "Modeling of PEM fuel cell with thin MEA under low humidity operating condition," Applied Energy, Elsevier, vol. 242(C), pages 1513-1527.
    2. Zhao, Jian & Ozden, Adnan & Shahgaldi, Samaneh & Alaefour, Ibrahim E. & Li, Xianguo & Hamdullahpur, Feridun, 2018. "Effect of Pt loading and catalyst type on the pore structure of porous electrodes in polymer electrolyte membrane (PEM) fuel cells," Energy, Elsevier, vol. 150(C), pages 69-76.
    3. Ismail, M.S. & Ingham, D.B. & Ma, L. & Hughes, K.J. & Pourkashanian, M., 2017. "Effects of catalyst agglomerate shape in polymer electrolyte fuel cells investigated by a multi-scale modelling framework," Energy, Elsevier, vol. 122(C), pages 420-430.
    4. Xing, Lei & Shi, Weidong & Su, Huaneng & Xu, Qian & Das, Prodip K. & Mao, Baodong & Scott, Keith, 2019. "Membrane electrode assemblies for PEM fuel cells: A review of functional graded design and optimization," Energy, Elsevier, vol. 177(C), pages 445-464.
    5. Fofana, Daouda & Natarajan, Sadesh Kumar & Hamelin, Jean & Benard, Pierre, 2014. "Low platinum, high limiting current density of the PEMFC (proton exchange membrane fuel cell) based on multilayer cathode catalyst approach," Energy, Elsevier, vol. 64(C), pages 398-403.
    6. Liu, Shengchu & Hua, Shiyang & Lin, Rui & Wang, Hong & Cai, Xin & Ji, Weichen, 2022. "Improving the performance and durability of low Pt-loaded MEAs by adjusting the distribution positions of Pt particles in cathode catalyst layer," Energy, Elsevier, vol. 253(C).
    7. L. Ingber, 1993. "Simulated annealing: Practice versus theory," Lester Ingber Papers 93sa, Lester Ingber.
    8. Das, Prodip K. & Li, Xianguo & Liu, Zhong-Sheng, 2010. "Effective transport coefficients in PEM fuel cell catalyst and gas diffusion layers: Beyond Bruggeman approximation," Applied Energy, Elsevier, vol. 87(9), pages 2785-2796, September.
    9. Lin, Rui & Wang, Hong & Zhu, Yu, 2021. "Optimizing the structural design of cathode catalyst layer for PEM fuel cells for improving mass-specific power density," Energy, Elsevier, vol. 221(C).
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