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Design and implementation of model predictive control for an open-cathode fuel cell thermal management system

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  1. Zhiming Zhang & Sai Wu & Kunpeng Li & Jiaming Zhou & Caizhi Zhang & Guofeng Wang & Tong Zhang, 2022. "An Effective Force-Temperature-Humidity Coupled Modeling for PEMFC Performance Parameter Matching by Using CFD and FEA Co-Simulation," Sustainability, MDPI, vol. 14(21), pages 1-18, November.
  2. Liu, Zhaoming & Chang, Guofeng & Yuan, Hao & Tang, Wei & Xie, Jiaping & Wei, Xuezhe & Dai, Haifeng, 2023. "Adaptive look-ahead model predictive control strategy of vehicular PEMFC thermal management," Energy, Elsevier, vol. 285(C).
  3. Li, Jianwei & Wang, Tianci & Yang, Qingqing & Tian, Zhonghao & Lv, Hong & Wang, Xuechao & Shen, Jun, 2025. "A safe region method to quantitatively evaluate the safety of fuel cell operating states," Applied Energy, Elsevier, vol. 377(PA).
  4. Wang, Ya-Xiong & Chen, Quan & Zhang, Jin & He, Hongwen, 2021. "Real-time power optimization for an air-coolant proton exchange membrane fuel cell based on active temperature control," Energy, Elsevier, vol. 220(C).
  5. Chi, Xuncheng & Chen, Fengxiang & Zhang, Bo & Tong, Guangyao & Pei, Fenglai & Wei, Wei, 2025. "Real-time temperature control for direct methanol fuel cell in off-grid renewable energy system with liquid level constraints," Renewable Energy, Elsevier, vol. 242(C).
  6. Kurnia, Jundika C. & Chaedir, Benitta A. & Sasmito, Agus P. & Shamim, Tariq, 2021. "Progress on open cathode proton exchange membrane fuel cell: Performance, designs, challenges and future directions," Applied Energy, Elsevier, vol. 283(C).
  7. Yu, Xianxian & Guan, Yin & Cai, Shanshan & Tu, Zhengkai & Chan, Siew Hwa, 2024. "An experimental study on the hydrogen utilization in air-cooled proton exchange membrane fuel cell stack with a novel anode outlet design," Renewable Energy, Elsevier, vol. 231(C).
  8. Pei, Yaowang & Chen, Fengxiang & Jiao, Jieran & Ye, Huan & Zhang, Caizhi & Jiang, Xiaojie, 2024. "Fuel cell temperature control based on nonlinear transformation mitigating system nonlinearity," Renewable Energy, Elsevier, vol. 230(C).
  9. Teresa Donateo, 2023. "Semi-Empirical Models for Stack and Balance of Plant in Closed-Cathode Fuel Cell Systems for Aviation," Energies, MDPI, vol. 16(22), pages 1-40, November.
  10. Fu, Hao & Shen, Jiong & Sun, Li & Lee, Kwang Y., 2021. "In-depth characteristic analysis and wide range optimal operation of fuel cell using multi-model predictive control," Energy, Elsevier, vol. 234(C).
  11. Deng, Zhihua & Miao, Bin & Cui, Yunjia & Chen, Jian & Pan, Zehua & Liu, Hao & Deendarlianto, Deendarlianto & Suwarno, Suwarno & Chan, Siew Hwa, 2025. "Towards high-performance fuel cell systems: Comprehensive review of methods for modeling, control, and optimization," Renewable and Sustainable Energy Reviews, Elsevier, vol. 224(C).
  12. Gong, Chengyuan & Xing, Lu & Liang, Cong & Tu, Zhengkai, 2022. "Modeling and dynamic characteristic simulation of air-cooled proton exchange membrane fuel cell stack for unmanned aerial vehicle," Renewable Energy, Elsevier, vol. 188(C), pages 1094-1104.
  13. Zhang, Bo & Chen, Fengxiang & Xu, Shunyong & Jiao, Jieran & Wang, Yangyang & Chi, Xuncheng, 2025. "Design and experimental implementation of LPV-based adaptive model predictive control for air-cooled fuel cell," Energy, Elsevier, vol. 338(C).
  14. Zhang, Jun & Zhang, Caizhi & Li, Jin & Deng, Bo & Fan, Min & Ni, Meng & Mao, Zhanxin & Yuan, Honggeng, 2021. "Multi-perspective analysis of CO poisoning in high-temperature proton exchange membrane fuel cell stack via numerical investigation," Renewable Energy, Elsevier, vol. 180(C), pages 313-328.
  15. Li, Yuhan & Zheng, Zhifeng & Guo, Yangge & Cheng, Xiaojing & Yan, Xiaohui & Wei, Guanghua & Shen, Shuiyun & Zhang, Junliang, 2025. "Control-oriented thermal management strategies for large-load fluctuation PEM fuel cell systems," Applied Energy, Elsevier, vol. 392(C).
  16. El Idi, Mohamed Moussa & Ankouni, Mouhamad & Ben Haj Slama, Rafika & Affonso Nobrega, Pedro & Hajjar, Ahmad & Atli, Atilla, 2026. "Critical review of the latest advances in thermal management techniques for PEM fuel cells," Renewable and Sustainable Energy Reviews, Elsevier, vol. 226(PA).
  17. Teresa Donateo, 2024. "Simulation Approaches and Validation Issues for Open-Cathode Fuel Cell Systems in Manned and Unmanned Aerial Vehicles," Energies, MDPI, vol. 17(4), pages 1-38, February.
  18. Min, Dehao & Song, Zhen & Chen, Huicui & Wang, Tianxiang & Zhang, Tong, 2022. "Genetic algorithm optimized neural network based fuel cell hybrid electric vehicle energy management strategy under start-stop condition," Applied Energy, Elsevier, vol. 306(PB).
  19. Quan, Shengwei & Wang, Ya-Xiong & Xiao, Xuelian & He, Hongwen & Sun, Fengchun, 2021. "Feedback linearization-based MIMO model predictive control with defined pseudo-reference for hydrogen regulation of automotive fuel cells," Applied Energy, Elsevier, vol. 293(C).
  20. Yang, Kai & Wang, Bowen & Gong, Zhichao & Qin, Zhikun & Fan, Linhao & Du, Qing & Jiao, Kui, 2026. "Temperature collaborative control strategy using dung beetle optimizer in proton exchange membrane fuel cell system," Renewable Energy, Elsevier, vol. 256(PA).
  21. Daeil Hyun & Jaeyoung Han & Seokmoo Hong, 2023. "Power Management Strategy of Hybrid Fuel Cell Drones for Flight Performance Improvement Based on Various Algorithms," Energies, MDPI, vol. 16(24), pages 1-20, December.
  22. Su, Hongye & Xu, Haisong & Wang, Lei & Liu, Zhiyang & Xie, Lei, 2025. "A review on thermal management strategy for liquid-cooling proton exchange membrane fuel cells: Temperature regulation and cold start," Applied Energy, Elsevier, vol. 393(C).
  23. Yu, Xingzi & Zhang, Caizhi & Li, Mengxiao & Wang, Gucheng & Tu, Zhengkai & Yu, Tao & Dong, Hui & Zhao, Fuqiang, 2024. "Thermal management of an open-cathode PEMFC based on constraint generalized predictive control and optimized strategy," Renewable Energy, Elsevier, vol. 220(C).
  24. Ouyang, Tiancheng & Chen, Jingxian & Liu, Wenjun & Xu, Peihang & Lu, Jie & Zhao, Zhongkai, 2022. "A comprehensive evaluation for microfluidic fuel cells from anti-vibration viewpoint using phase field theory," Renewable Energy, Elsevier, vol. 189(C), pages 676-693.
  25. Ou, Kai & Ye, Wangcheng & Zhang, Xuezhi & Zhang, Qian & Shen, Ying & Wang, Ya-Xiong, 2025. "An energy-circuit-based fuel cell air compressor system model reconstruction and predictive control approach," Renewable Energy, Elsevier, vol. 254(C).
  26. Gao, Sichen & Ju, Fei & Zhuang, Weichao & Wang, Qun & Zong, Yuhua & Wang, Liangmo, 2025. "Cooperative energy management and fuel cell thermal management of fuel cell hybrid electric buses via multi-agent reinforcement learning," Energy, Elsevier, vol. 337(C).
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