Coupling deep learning and multi-objective genetic algorithms to achieve high performance and durability of direct internal reforming solid oxide fuel cell
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DOI: 10.1016/j.apenergy.2022.119046
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- Lyu, Zewei & Shi, Wangying & Han, Minfang, 2018. "Electrochemical characteristics and carbon tolerance of solid oxide fuel cells with direct internal dry reforming of methane," Applied Energy, Elsevier, vol. 228(C), pages 556-567.
- Subotić, Vanja & Baldinelli, Arianna & Barelli, Linda & Scharler, Robert & Pongratz, Gernot & Hochenauer, Christoph & Anca-Couce, Andrés, 2019. "Applicability of the SOFC technology for coupling with biomass-gasifier systems: Short- and long-term experimental study on SOFC performance and degradation behaviour," Applied Energy, Elsevier, vol. 256(C).
- Zeng, Zezhi & Qian, Yuping & Zhang, Yangjun & Hao, Changkun & Dan, Dan & Zhuge, Weilin, 2020. "A review of heat transfer and thermal management methods for temperature gradient reduction in solid oxide fuel cell (SOFC) stacks," Applied Energy, Elsevier, vol. 280(C).
- Shri Prakash, B. & Senthil Kumar, S. & Aruna, S.T., 2014. "Properties and development of Ni/YSZ as an anode material in solid oxide fuel cell: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 36(C), pages 149-179.
- Xie, Heping & Zhai, Shuo & Chen, Bin & Liu, Tao & Zhang, Yuan & Ni, Meng & Shao, Zongping, 2020. "Coal pretreatment and Ag-infiltrated anode for high-performance hybrid direct coal fuel cell," Applied Energy, Elsevier, vol. 260(C).
- Kupecki, Jakub & Papurello, Davide & Lanzini, Andrea & Naumovich, Yevgeniy & Motylinski, Konrad & Blesznowski, Marcin & Santarelli, Massimo, 2018. "Numerical model of planar anode supported solid oxide fuel cell fed with fuel containing H2S operated in direct internal reforming mode (DIR-SOFC)," Applied Energy, Elsevier, vol. 230(C), pages 1573-1584.
- Wu, Xiao-long & Xu, Yuan-Wu & Xue, Tao & Zhao, Dong-qi & Jiang, Jianhua & Deng, Zhonghua & Fu, Xiaowei & Li, Xi, 2019. "Health state prediction and analysis of SOFC system based on the data-driven entire stage experiment," Applied Energy, Elsevier, vol. 248(C), pages 126-140.
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Keywords
Solid oxide fuel cell; Carbon deposition; Deep learning; Multi-objective optimization; Global sensitivity analysis;All these keywords.
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