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Learning-based model predictive energy management for fuel cell hybrid electric bus with health-aware control

Citations

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  1. Li, Jianwei & Liu, Jie & Yang, Qingqing & Wang, Tianci & He, Hongwen & Wang, Hanxiao & Sun, Fengchun, 2025. "Reinforcement learning based energy management for fuel cell hybrid electric vehicles: A comprehensive review on decision process reformulation and strategy implementation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 213(C).
  2. Wang, Shuhan & Yao, Kun & Guo, Wei & Xu, Xiangyang & Liu, Yiqiang & Qian, Pengfei & Zhao, Junwei & Dong, Peng, 2025. "Approximate optimal energy management strategy for multi-speed series-parallel PHEV integrating global prediction and real-time control," Energy, Elsevier, vol. 335(C).
  3. Wang, Zhiguo & Wei, Hongqian & Xi, Yecheng & Xiao, Gongwei, 2024. "Data-driven energy utilization for plug-in hybrid electric bus with driving patten application and battery health considerations," Energy, Elsevier, vol. 310(C).
  4. Wu, Huiduo & Min, Haitao & Zhao, Honghui & Sun, Weiyi, 2025. "A novel EMS for FCV combined with condition-adaptive search ranges of decision variables based on the spatial and temporal traffic characteristics," Energy, Elsevier, vol. 335(C).
  5. Zhao, Yinghua & Huang, Siqi & Wang, Xiaoyu & Shi, Jingwu & Yao, Shouwen, 2024. "Energy management with adaptive moving average filter and deep deterministic policy gradient reinforcement learning for fuel cell hybrid electric vehicles," Energy, Elsevier, vol. 312(C).
  6. Zhong, Shaopeng & Liu, Ao & Fan, Meihan & Song, Yan & Jiang, Yu, 2025. "Optimizing electric bus charging station locations: An integrated land-use and transportation approach," Applied Energy, Elsevier, vol. 401(PA).
  7. Bin Huang & Wenbin Yu & Minrui Ma & Xiaoxu Wei & Guangya Wang, 2025. "Artificial-Intelligence-Based Energy Management Strategies for Hybrid Electric Vehicles: A Comprehensive Review," Energies, MDPI, vol. 18(14), pages 1-42, July.
  8. Guoyu Feng & Zhishu Feng & Peng Sun & Lulu Guo & Zhiyong Chen, 2025. "A Overview of Energy Management Strategies for Hybrid Power Systems," Energies, MDPI, vol. 18(17), pages 1-42, September.
  9. Wang, Han & Zhu, Dan & Chen, Bojun & Ren, Yuyue & Ning, Shichao & Zhao, Xuan, 2025. "An experimentally validated health-aware hierarchical energy management strategy for fuel cell heavy-duty trucks," Energy, Elsevier, vol. 341(C).
  10. Xiao, Yao & Peng, Cheng & Wu, Jiang & Deng, Jian, 2026. "Research on multi-factor hydrogen leak accident diagnosis and optimization of monitoring sensors’ layout through CFD-based data-driven approach," Reliability Engineering and System Safety, Elsevier, vol. 267(PA).
  11. Martini, Valerio & Mocera, Francesco & Somà, Aurelio, 2025. "Comparative analysis of hybrid fuel cell powertrain architectures for orchard tractors using hardware-in-the-loop technique," Energy, Elsevier, vol. 340(C).
  12. Zhao, Ganglei & Li, Xiang & Liu, Changxing & Zhang, Huiliu & Li, Po, 2026. "Experimental validation of real-time energy management for hybrid energy storage systems based on predictive wavelet transforms," Applied Energy, Elsevier, vol. 405(C).
  13. Zhen Chen & Ming-Ting Chen & Shu-Wei Jia, 2025. "Simulation and Optimization of New Energy Vehicles Promotion Policy Strategies Considering Energy Saving, Carbon Reduction, and Consumers’ Willingness Based on System Dynamics," Sustainability, MDPI, vol. 17(7), pages 1-23, March.
  14. Kwanwoo Lee & Chankyu Kang, 2024. "Expansion of Next-Generation Sustainable Clean Hydrogen Energy in South Korea: Domino Explosion Risk Analysis and Preventive Measures Due to Hydrogen Leakage from Hydrogen Re-Fueling Stations Using Monte Carlo Simulation," Sustainability, MDPI, vol. 16(9), pages 1-16, April.
  15. Ajrian, Sahar & Mostafaee, Amin & Safarzadeh, Soroush, 2025. "Optimal pricing, subsidies, and cost-sharing rate in fuel cell bus supply chain: A Nash and Stackelberg framework analysis," Energy, Elsevier, vol. 322(C).
  16. Pu, Yuchen & Li, Qi & Wang, Zequn & Breaz, Elena & Chen, Weirong & Gao, Fei, 2025. "Mixed game approach for local integrated energy systems operation with hybrid energy storage sharing and hydrogen transportation," Energy, Elsevier, vol. 335(C).
  17. Jianling Wang & Chenying Wang & Lu Chen & Xiangyuan Li, 2025. "Does Public Environmental Affect Influence the World’s Largest Electric Vehicle Market? A Big Data Analytics Study of China," Sustainability, MDPI, vol. 17(9), pages 1-17, April.
  18. Jia, Chunchun & Liu, Wei & He, Hongwen & Chau, K.T., 2025. "Superior energy management for fuel cell vehicles guided by improved DDPG algorithm: Integrating driving intention speed prediction and health-aware control," Applied Energy, Elsevier, vol. 394(C).
  19. Yan Tong & Issam Salhi & Qin Wang & Gang Lu & Shengyu Wu, 2025. "Bidirectional DC-DC Converter Topologies for Hybrid Energy Storage Systems in Electric Vehicles: A Comprehensive Review," Energies, MDPI, vol. 18(9), pages 1-29, May.
  20. Wojciech Lewicki & Mariusz Niekurzak & Ewelina Sendek-Matysiak, 2024. "Electromobility Stage in the Energy Transition Policy—Economic Dimension Analysis of Charging Costs of Electric Vehicles," Energies, MDPI, vol. 17(8), pages 1-16, April.
  21. Dagang Lu & Yu Chen & Yan Sun & Wenxuan Wei & Shilin Ji & Hongshuo Ruan & Fengyan Yi & Chunchun Jia & Donghai Hu & Kunpeng Tang & Song Huang & Jing Wang, 2025. "Research Progress in Multi-Domain and Cross-Domain AI Management and Control for Intelligent Electric Vehicles," Energies, MDPI, vol. 18(17), pages 1-52, August.
  22. Wang, Feng & Chen, Yihang & Zhang, Yuanjian & Zhu, Xiaoyuan & Ni, Yi-Qing, 2025. "Car-following speed collaborative energy management strategy for connected PHEV," Energy, Elsevier, vol. 329(C).
  23. Zhang, Yahui & You, Xiongxiong & Song, Yunfeng & Zhao, Yahui & Wei, Zeyi & Jiao, Xiaohong, 2025. "Hierarchical eco-driving of connected hybrid electric vehicles: Integrating predictive cruise control and cost-to-go approximation-guided energy management," Energy, Elsevier, vol. 319(C).
  24. Hu, Dong & Huang, Chao & Wu, Jingda & Wei, Henglai & Pi, Dawei, 2025. "Enhancing data-driven energy management strategy via digital expert guidance for electrified vehicles," Applied Energy, Elsevier, vol. 381(C).
  25. Massimo Sicilia & Davide Cervone & Pierpaolo Polverino & Cesare Pianese, 2024. "Advancements on Lumped Modelling of Membrane Water Content for Real-Time Prognostics and Control of PEMFC," Energies, MDPI, vol. 17(19), pages 1-20, September.
  26. Tomasz Osipowicz & Wawrzyniec Gołębiewski & Wojciech Lewicki & Adam Koniuszy & Karol Franciszek Abramek & Konrad Prajwowski & Oleh Klyus & Dominik Gałdyński, 2024. "Analysis of Energy Efficiency Parameters of a Hybrid Vehicle Powered by Fuel with a Liquid Catalyst," Energies, MDPI, vol. 17(20), pages 1-20, October.
  27. Lin, Xinyou & Ren, Yukun & Xu, Xinhao, 2025. "Stochastic velocity-prediction conscious energy management strategy based self-learning Markov algorithm for a fuel cell hybrid electric vehicle," Energy, Elsevier, vol. 320(C).
  28. Zhiming Zhang & Chenfu Quan & Sai Wu & Tong Zhang & Jinming Zhang, 2024. "An Electrochemical Performance Model Considering of Non-Uniform Gas Distribution Based on Porous Media Method in PEMFC Stack," Sustainability, MDPI, vol. 16(2), pages 1-19, January.
  29. Liu, Yang & Lv, Mingyun & Sun, Kangwen, 2025. "Comprehensive tradeoff and utilization of airborne renewable energy and uncertain stratospheric wind potential based on reinforcement learning," Energy, Elsevier, vol. 324(C).
  30. Chenghao Lyu & Nuo Lei & Chaoyi Chen & Hao Zhang, 2025. "A Hierarchical Evolutionary Search Framework with Manifold Learning for Powertrain Optimization of Flying Vehicles," Energies, MDPI, vol. 18(13), pages 1-20, June.
  31. C. Treesatayapun & A. J. Munoz-Vazquez & S. K. Korkua & B. Srikarun & C. Pochaiya, 2025. "Electric Vehicle Energy Management Under Unknown Disturbances from Undefined Power Demand: Online Co-State Estimation via Reinforcement Learning," Energies, MDPI, vol. 18(15), pages 1-20, July.
  32. Yanwei Liu & Mingda Wang & Jialuo Tan & Jie Ye & Jiansheng Liang, 2024. "Real-Time Energy Management Strategy for Fuel Cell Vehicles Based on DP and Rule Extraction," Energies, MDPI, vol. 17(14), pages 1-20, July.
  33. Edward Kozłowski & Magdalena Zimakowska-Laskowska & Piotr Wiśniowski & Boris Šnauko & Piotr Laskowski & Jan Laskowski & Jonas Matijošius & Andrzej Świderski & Adam Torok, 2025. "Analysis of Instantaneous Energy Consumption and Recuperation in Electric Buses During SORT Tests Using Linear and Neural Network Models," Energies, MDPI, vol. 18(19), pages 1-28, September.
  34. Alabi, Tobi Michael & Lu, Lin & Yang, Zaiyue, 2024. "Real-time automatic control of multi-energy system for smart district community: A coupling ensemble prediction model and safe deep reinforcement learning," Energy, Elsevier, vol. 304(C).
  35. Najmi, Aezid-Ul-Hassan & Wahab, Abdul & Prakash, Rohith & Schopen, Oliver & Esch, Thomas & Shabani, Bahman, 2025. "Thermal management of fuel cell-battery electric vehicles: Challenges and solutions," Applied Energy, Elsevier, vol. 387(C).
  36. Houssam Eddine Ghadbane & Ahmed F. Mohamed, 2025. "Optimizing Fuel Economy in Hybrid Electric Vehicles Using the Equivalent Consumption Minimization Strategy Based on the Arithmetic Optimization Algorithm," Mathematics, MDPI, vol. 13(9), pages 1-18, May.
  37. Paweł Ziemba & Marek Kannchen & Mariusz Borawski, 2024. "Selection of the Family Electric Car Based on Objective and Subjective Criteria—Analysis of a Case Study of Polish Consumers," Energies, MDPI, vol. 17(6), pages 1-27, March.
  38. 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).
  39. He, Liange & Mo, Haijun & Zhang, Yan & Wu, Limin & Tang, Jinwang, 2025. "Adaptive energy management strategy for Extended Range Electric Vehicles under complex road conditions based on RF-IGWO and MGO algorithms," Energy, Elsevier, vol. 328(C).
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