Optimal gradient designs of catalyst layers for boosting performance: A data-driven-assisted model
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DOI: 10.1016/j.apenergy.2024.124756
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- Feng, ShengSen & Huang, WenTao & Huang, Zhe & Jian, Qifei, 2022. "Optimization of maximum power density output for proton exchange membrane fuel cell based on a data-driven surrogate model," Applied Energy, Elsevier, vol. 317(C).
- Li, Qing & He, Yuting & Zhang, Luteng & Pan, Liangming & Sun, Wan & Ma, Zaiyong & Zhu, Longxiang & Lian, Qiang & Tang, Simiao, 2024. "Optimizing oxygen transport in proton exchange membrane water electrolysis through tailored porosity configurations of porous transport layers," Applied Energy, Elsevier, vol. 370(C).
- Roshandel, Ramin & Ahmadi, Farzad, 2013. "Effects of catalyst loading gradient in catalyst layers on performance of polymer electrolyte membrane fuel cells," Renewable Energy, Elsevier, vol. 50(C), pages 921-931.
- Majlan, E.H. & Rohendi, D. & Daud, W.R.W. & Husaini, T. & Haque, M.A., 2018. "Electrode for proton exchange membrane fuel cells: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 89(C), pages 117-134.
- Yu, Ruijiao & Guo, Hang & Chen, Hao & Ye, Fang, 2023. "Effect of ionomer volume fraction within cathode catalyst layer on performance of a PEMFC," Energy, Elsevier, vol. 277(C).
- Zhang, Ruiyuan & Min, Ting & Chen, Li & Li, Hailong & Yan, Jinyue & Tao, Wen-Quan, 2022. "Pore-scale study of effects of relative humidity on reactive transport processes in catalyst layers in PEMFC," Applied Energy, Elsevier, vol. 323(C).
- Dou, Shaojun & Hao, Liang & Wang, Qianqian & Liu, Hong, 2024. "Effects of agglomerate structure and operating humidity on the catalyst layer performance of PEM fuel cells," Applied Energy, Elsevier, vol. 355(C).
- Fan, Ruijia & Chang, Guofeng & Xu, Yiming & Xu, Jiamin, 2023. "Multi-objective optimization of graded catalyst layer to improve performance and current density uniformity of a PEMFC," Energy, Elsevier, vol. 262(PB).
- Fan, Ruijia & Chang, Guofeng & Xu, Yiming & Xu, Jiamin, 2024. "Investigating and quantifying the effects of catalyst layer gradients, operating conditions, and their interactions on PEMFC performance through global sensitivity analysis," Energy, Elsevier, vol. 290(C).
- 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.
- Wan, Yue & Qiu, Diankai & Yi, Peiyun & Peng, Linfa & Lai, Xinmin, 2022. "Design and optimization of gradient wettability pore structure of adaptive PEM fuel cell cathode catalyst layer," Applied Energy, Elsevier, vol. 312(C).
- Yu, Rui Jiao & Guo, Hang & Ye, Fang & Chen, Hao, 2022. "Multi-parameter optimization of stepwise distribution of parameters of gas diffusion layer and catalyst layer for PEMFC peak power density," Applied Energy, Elsevier, vol. 324(C).
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Keywords
PEMFC; Catalyst layer; Gradient design; Data-driven optimization; Agglomerate model;All these keywords.
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