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PEM fuel cell system control: A review

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  1. Bizon, Nicu, 2019. "Real-time optimization strategies of Fuel Cell Hybrid Power Systems based on Load-following control: A new strategy, and a comparative study of topologies and fuel economy obtained," Applied Energy, Elsevier, vol. 241(C), pages 444-460.
  2. Peng, Fei & Zhao, Yuanzhe & Chen, Ting & Zhang, Xuexia & Chen, Weirong & Zhou, Donghua & Li, Qi, 2018. "Development of robust suboptimal real-time power sharing strategy for modern fuel cell based hybrid tramways considering operational uncertainties and performance degradation," Applied Energy, Elsevier, vol. 226(C), pages 503-521.
  3. Komova, O.V. & Simagina, V.I. & Butenko, V.R. & Odegova, G.V. & Bulavchenko, O.A. & Nikolaeva, O.A. & Ozerova, A.M. & Lipatnikova, I.L. & Tayban, E.S. & Mukha, S.A. & Netskina, O.V., 2022. "Dehydrogenation of ammonia borane recrystallized by different techniques," Renewable Energy, Elsevier, vol. 184(C), pages 460-472.
  4. Yuan, Hao & Dai, Haifeng & Wei, Xuezhe & Ming, Pingwen, 2020. "A novel model-based internal state observer of a fuel cell system for electric vehicles using improved Kalman filter approach," Applied Energy, Elsevier, vol. 268(C).
  5. Aihua Tang & Lin Yang & Tao Zeng & Quanqing Yu, 2022. "Cascade Control Method of Sliding Mode and PID for PEMFC Air Supply System," Energies, MDPI, vol. 16(1), pages 1-13, December.
  6. Chen, Xi & Feng, Wentao & You, Shuhuai & Hu, Yukang & Wan, Yixin & Zhao, Bin, 2025. "Dual temperature parameter control of PEMFC stack based on improved differential evolution algorithm," Renewable Energy, Elsevier, vol. 241(C).
  7. Yin, Cong & Gao, Yan & Li, Ting & Xie, Guangyou & Li, Kai & Tang, Hao, 2020. "Study of internal multi-parameter distributions of proton exchange membrane fuel cell with segmented cell device and coupled three-dimensional model," Renewable Energy, Elsevier, vol. 147(P1), pages 650-662.
  8. Martin Vrlić & Daniel Ritzberger & Stefan Jakubek, 2021. "Model-Predictive-Control-Based Reference Governor for Fuel Cells in Automotive Application Compared with Performance from a Real Vehicle," Energies, MDPI, vol. 14(8), pages 1-17, April.
  9. Ye, Lingfeng & Qiu, Diankai & Peng, Linfa & Lai, Xinmin, 2022. "Microstructures and electrical conductivity properties of compressed gas diffusion layers using X-ray tomography," Applied Energy, Elsevier, vol. 326(C).
  10. Wu, Kangcheng & Du, Qing & Zu, Bingfeng & Wang, Yupeng & Cai, Jun & Gu, Xin & Xuan, Jin & Jiao, Kui, 2021. "Enabling real-time optimization of dynamic processes of proton exchange membrane fuel cell: Data-driven approach with semi-recurrent sliding window method," Applied Energy, Elsevier, vol. 303(C).
  11. Yang, Mingguang & Zhao, Yaohua & Quan, Zhenhua & Wang, Lincheng & Liu, Zichu & Chang, Zejian, 2025. "Design and experimental study on performance of different types of micro heat pipe arrays for thermal management of a novel mixed-cooling proton exchange membrane fuel cells stack," Renewable Energy, Elsevier, vol. 242(C).
  12. Adam Polak, 2020. "Simulation of Fuzzy Control of Oxygen Flow in PEM Fuel Cells," Energies, MDPI, vol. 13(9), pages 1-26, May.
  13. Bizon, Nicu, 2019. "Efficient fuel economy strategies for the Fuel Cell Hybrid Power Systems under variable renewable/load power profile," Applied Energy, Elsevier, vol. 251(C), pages 1-1.
  14. Cheng Chang & Weibin Chang & Jiangang Ma & Yafu Zhou, 2021. "Steady-State Control of Fuel Cell Based on Boost Mode of a Dual Winding Motor," Energies, MDPI, vol. 14(15), pages 1-15, August.
  15. Bizon, Nicu, 2019. "Fuel saving strategy using real-time switching of the fueling regulators in the proton exchange membrane fuel cell system," Applied Energy, Elsevier, vol. 252(C), pages 1-1.
  16. Tawalbeh, Muhammad & Murtaza, Sana Z.M. & Al-Othman, Amani & Alami, Abdul Hai & Singh, Karnail & Olabi, Abdul Ghani, 2022. "Ammonia: A versatile candidate for the use in energy storage systems," Renewable Energy, Elsevier, vol. 194(C), pages 955-977.
  17. Jinghui Zhao & Huijin Guo & Shaobo Ping & Zimeng Guo & Weikang Lin & Yanbo Yang & Wen Shi & Zixi Wang & Tiancai Ma, 2023. "Research on Design and Optimization of Large Metal Bipolar Plate Sealing for Proton Exchange Membrane Fuel Cells," Sustainability, MDPI, vol. 15(15), pages 1-18, August.
  18. Xueqin Lü, & Wu, Yinbo & Lian, Jie & Zhang, Yangyang, 2021. "Energy management and optimization of PEMFC/battery mobile robot based on hybrid rule strategy and AMPSO," Renewable Energy, Elsevier, vol. 171(C), pages 881-901.
  19. Liu, Jiaxuan & Wang, Jing & Yang, Fusheng & Wu, Zhen & Zhang, Zaoxiao, 2025. "The analysis of cross-level transfer characteristic of hydrogen and heat of thermal coupling system: Framework design and case study," Energy, Elsevier, vol. 323(C).
  20. Abdelkareem, Mohammad Ali & Allagui, Anis & Sayed, Enas Taha & El Haj Assad, M. & Said, Zafar & Elsaid, Khaled, 2019. "Comparative analysis of liquid versus vapor-feed passive direct methanol fuel cells," Renewable Energy, Elsevier, vol. 131(C), pages 563-584.
  21. Xiao Tang & Chunsheng Wang & Yukun Hu & Zijian Liu & Feiliang Li, 2021. "Adaptive Fuzzy PID Based on Granular Function for Proton Exchange Membrane Fuel Cell Oxygen Excess Ratio Control," Energies, MDPI, vol. 14(4), pages 1-18, February.
  22. Nicu Bizon & Mircea Raceanu & Emmanouel Koudoumas & Adriana Marinoiu & Emmanuel Karapidakis & Elena Carcadea, 2020. "Renewable/Fuel Cell Hybrid Power System Operation Using Two Search Controllers of the Optimal Power Needed on the DC Bus," Energies, MDPI, vol. 13(22), pages 1-26, November.
  23. Li, Yuehua & Pei, Pucheng & Ma, Ze & Ren, Peng & Huang, Hao, 2020. "Analysis of air compression, progress of compressor and control for optimal energy efficiency in proton exchange membrane fuel cell," Renewable and Sustainable Energy Reviews, Elsevier, vol. 133(C).
  24. Maike Willke & Nils-Eric Rahm & Stephan Kabelac, 2023. "Experimental Investigation of Coupled Transport Mechanisms in a PEM Based Thermoelectric Energy Converter," Energies, MDPI, vol. 16(14), pages 1-19, July.
  25. Hou, Junbo & Yang, Min & Ke, Changchun & Zhang, Junliang, 2020. "Control logics and strategies for air supply in PEM fuel cell engines," Applied Energy, Elsevier, vol. 269(C).
  26. Luo, Lizhong & Jian, Qifei & Huang, Bi & Huang, Zipeng & Zhao, Jing & Cao, Songyang, 2019. "Experimental study on temperature characteristics of an air-cooled proton exchange membrane fuel cell stack," Renewable Energy, Elsevier, vol. 143(C), pages 1067-1078.
  27. Sun, Zhendong & Wang, Yujie & Chen, Zonghai & Li, Xiyun, 2020. "Min-max game based energy management strategy for fuel cell/supercapacitor hybrid electric vehicles," Applied Energy, Elsevier, vol. 267(C).
  28. Bizon, Nicu & Thounthong, Phatiphat, 2018. "Real-time strategies to optimize the fueling of the fuel cell hybrid power source: A review of issues, challenges and a new approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 91(C), pages 1089-1102.
  29. Nguyen, Xuan Linh & Vu, Hoang Nghia & Yu, Sangseok, 2021. "Parametric understanding of vapor transport of hollow fiber membranes for design of a membrane humidifier," Renewable Energy, Elsevier, vol. 177(C), pages 1293-1307.
  30. Zaid O. Alrayes & Mohamed Gadalla, 2021. "Development of a Flexible Framework Multi-Design Optimization Scheme for a Hand Launched Fuel Cell-Powered UAV," Energies, MDPI, vol. 14(10), pages 1-27, May.
  31. Fu, Hao & Kong, Fang & Wu, Feng & Wu, Xiao & Shen, Jiong, 2025. "Dynamic modeling and comprehensive analysis of proton exchange membrane fuel cell systems with complete auxiliary system," Renewable Energy, Elsevier, vol. 244(C).
  32. Hossein Pourrahmani & Majid Siavashi & Adel Yavarinasab & Mardit Matian & Nazanin Chitgar & Ligang Wang & Jan Van herle, 2022. "A Review on the Long-Term Performance of Proton Exchange Membrane Fuel Cells: From Degradation Modeling to the Effects of Bipolar Plates, Sealings, and Contaminants," Energies, MDPI, vol. 15(14), pages 1-30, July.
  33. Wang, Hanqing & Gaillard, Arnaud & Hissel, Daniel, 2019. "A review of DC/DC converter-based electrochemical impedance spectroscopy for fuel cell electric vehicles," Renewable Energy, Elsevier, vol. 141(C), pages 124-138.
  34. Zhang, Caizhi & Zhang, Yuqi & Wang, Lei & Deng, Xiaozhi & Liu, Yang & Zhang, Jiujun, 2023. "A health management review of proton exchange membrane fuel cell for electric vehicles: Failure mechanisms, diagnosis techniques and mitigation measures," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
  35. Byung-Yeon Seo & Hyun Kyu Suh, 2025. "The Impact of Flow Rate Variations on the Power Performance and Efficiency of Proton Exchange Membrane Fuel Cells: A Focus on Anode Flooding Caused by Crossover Effect and Concentration Loss," Energies, MDPI, vol. 18(12), pages 1-27, June.
  36. Zhang, Caizhi & Yu, Xingzi & Rubel, Hossain Md & Li, Qi & Sun, Yuhui & Jiang, Shangfeng & Wang, Gucheng, 2025. "Fault-tolerant method of open-cathode PEMFC based on adaptive strong tracking Kalman filter combined with Hampel algorithm," Applied Energy, Elsevier, vol. 388(C).
  37. Mohammed, Hanin & Al-Othman, Amani & Nancarrow, Paul & Tawalbeh, Muhammad & El Haj Assad, Mamdouh, 2019. "Direct hydrocarbon fuel cells: A promising technology for improving energy efficiency," Energy, Elsevier, vol. 172(C), pages 207-219.
  38. Chien-Chang Wu & Tsung-Lin Chen, 2020. "Design and Experiment of a Power Sharing Control Circuit for Parallel Fuel Cell Modules," Energies, MDPI, vol. 13(11), pages 1-23, June.
  39. Na, Woonki & Gou, Bei & Kim, Jonghoon & Mojica, Felipe & Abel Chuang, Po-Ya, 2020. "Complementary cooperation dynamic characteristics analysis and modeling based on multiple-input multiple-output methodology combined with nonlinear control strategy for a polymer electrolyte membrane ," Renewable Energy, Elsevier, vol. 149(C), pages 273-286.
  40. Laura Zecchi & Giulia Sandrini & Marco Gadola & Daniel Chindamo, 2022. "Modeling of a Hybrid Fuel Cell Powertrain with Power Split Logic for Onboard Energy Management Using a Longitudinal Dynamics Simulation Tool," Energies, MDPI, vol. 15(17), pages 1-18, August.
  41. Kafetzis, A. & Ziogou, C. & Panopoulos, K.D. & Papadopoulou, S. & Seferlis, P. & Voutetakis, S., 2020. "Energy management strategies based on hybrid automata for islanded microgrids with renewable sources, batteries and hydrogen," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
  42. Elkholy, M.H. & Metwally, Hamid & Farahat, M.A. & Senjyu, Tomonobu & Elsayed Lotfy, Mohammed, 2022. "Smart centralized energy management system for autonomous microgrid using FPGA," Applied Energy, Elsevier, vol. 317(C).
  43. Nicu Bizon & Mihai Oproescu, 2018. "Experimental Comparison of Three Real-Time Optimization Strategies Applied to Renewable/FC-Based Hybrid Power Systems Based on Load-Following Control," Energies, MDPI, vol. 11(12), pages 1-32, December.
  44. Calili-Cankir, Fatma & Ismail, Mohammed S. & Ingham, Derek B. & Hughes, Kevin J. & Ma, Lin & Pourkashanian, Mohamed, 2022. "Air-breathing versus conventional polymer electrolyte fuel cells: A parametric numerical study," Energy, Elsevier, vol. 250(C).
  45. Tomislav Capuder & Bojana Barać & Matija Kostelac & Matej Krpan, 2023. "Three-Stage Modeling Framework for Analyzing Islanding Capabilities of Decarbonized Energy Communities," Energies, MDPI, vol. 16(11), pages 1-24, May.
  46. Zhang, Caizhi & Niu, Tong & Wei, Zhongbao & Hu, Xiaosong & Pan, Fengwen & Zeng, Tao & Si, Yaohui & Chin, Cheng Siong, 2025. "Lifespan prediction model for proton exchange membrane fuel cell vehicle based on time series information feature extraction and optimization," Renewable Energy, Elsevier, vol. 243(C).
  47. Chang, Yafei & Qin, Yanzhou & Yin, Yan & Zhang, Junfeng & Li, Xianguo, 2018. "Humidification strategy for polymer electrolyte membrane fuel cells – A review," Applied Energy, Elsevier, vol. 230(C), pages 643-662.
  48. Fu, Jianqin & Qin, Boquan & Wu, Yue & He, Tingpu & Zhang, Guanjie & Sun, Xilei, 2025. "A control method of proton exchange membrane fuel cell gas supply system based on fuzzy neural network proportion integration differentiation algorithm," Energy, Elsevier, vol. 315(C).
  49. Milos Milanovic & Verica Radisavljevic-Gajic, 2019. "Multi-Timescale-Based Partial Optimal Control of a Proton-Exchange Membrane Fuel Cell," Energies, MDPI, vol. 13(1), pages 1-24, December.
  50. Won, Jinyeon & Oh, Hwanyeong & Hong, Jongsup & Kim, Minjin & Lee, Won-Yong & Choi, Yoon-Young & Han, Soo-Bin, 2021. "Hybrid diagnosis method for initial faults of air supply systems in proton exchange membrane fuel cells," Renewable Energy, Elsevier, vol. 180(C), pages 343-352.
  51. Zhang, Xiaoqing & Ma, Xiao & Zhang, Zhaohuan & Du, Haoyu & Wu, Zhixuan & Li, Zhe & Shuai, Shijin, 2025. "Review and analysis of thermal management for proton exchange membrane fuel cell hybrid power system," Renewable Energy, Elsevier, vol. 244(C).
  52. Chiharu Misaki & Daisuke Hara & Noboru Katayama & Kiyoshi Dowaki, 2020. "Improvement of Power Capacity of Electric-Assisted Bicycles Using Fuel Cells with Metal Hydride," Energies, MDPI, vol. 13(23), pages 1-17, November.
  53. Subramanian Vasantharaj & Vairavasundaram Indragandhi & Vairavasundaram Subramaniyaswamy & Yuvaraja Teekaraman & Ramya Kuppusamy & Srete Nikolovski, 2021. "Efficient Control of DC Microgrid with Hybrid PV—Fuel Cell and Energy Storage Systems," Energies, MDPI, vol. 14(11), pages 1-18, June.
  54. Bouziane, Khadidja & Khetabi, El Mahdi & Lachat, Rémy & Zamel, Nada & Meyer, Yann & Candusso, Denis, 2020. "Impact of cyclic mechanical compression on the electrical contact resistance between the gas diffusion layer and the bipolar plate of a polymer electrolyte membrane fuel cell," Renewable Energy, Elsevier, vol. 153(C), pages 349-361.
  55. Jinquan, Guo & Hongwen, He & Jianwei, Li & Qingwu, Liu, 2022. "Driving information process system-based real-time energy management for the fuel cell bus to minimize fuel cell engine aging and energy consumption," Energy, Elsevier, vol. 248(C).
  56. 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).
  57. Jun Fu & Linghong Zeng & Jingzhi Lei & Zhonghua Deng & Xiaowei Fu & Xi Li & Yan Wang, 2022. "A Real-Time Load Prediction Control for Fuel Cell Hybrid Vehicle," Energies, MDPI, vol. 15(10), pages 1-18, May.
  58. Calili-Cankir, Fatma & Ismail, Mohammed S. & Berber, Mohamed R. & Alrowaili, Ziyad A. & Ingham, Derek B. & Hughes, Kevin J. & Ma, Lin & Pourkashanian, Mohamed, 2022. "Dynamic models for air-breathing and conventional polymer electrolyte fuel cells: A comparative study," Renewable Energy, Elsevier, vol. 195(C), pages 1001-1014.
  59. Guo, Xinru & Zhang, Houcheng & Yuan, Jinliang & Wang, Jiatang & Zhao, Jiapei & Wang, Fu & Miao, He & Hou, Shujin, 2019. "Performance assessment of a combined system consisting of a high-temperature polymer electrolyte membrane fuel cell and a thermoelectric generator," Energy, Elsevier, vol. 179(C), pages 762-770.
  60. Nicu Bizon & Phatiphat Thounthong, 2021. "A Simple and Safe Strategy for Improving the Fuel Economy of a Fuel Cell Vehicle," Mathematics, MDPI, vol. 9(6), pages 1-29, March.
  61. Danqi Su & Jiayang Zheng & Junjie Ma & Zizhe Dong & Zhangjie Chen & Yanzhou Qin, 2023. "Application of Machine Learning in Fuel Cell Research," Energies, MDPI, vol. 16(11), pages 1-32, May.
  62. Ko, Taehwan & Kim, Dukyong & Park, Jaewoong & Lee, Seung Hwan, 2025. "Physics-informed neural network for long-term prognostics of proton exchange membrane fuel cells," Applied Energy, Elsevier, vol. 382(C).
  63. Latif, Hamid & Wasif, Danish & Rasheed, Saba & Sattar, Abdul & Rafique, M. Shahid & Anwar, Abdul Waheed & Zaheer, S. & Shabbir, Syeda Ammara & Imtiaz, Ayesha & Qutab, Mehwish & Usman, Arslan, 2020. "Gold nanoparticles mixed multiwall carbon nanotubes, supported on graphene nano-ribbons (Au-NT-G) as an efficient reduction electrode for Polymer Electrolyte Membrane fuel cells (PEMFC)," Renewable Energy, Elsevier, vol. 154(C), pages 767-773.
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