Hierarchical Energy Management and Energy Saving Potential Analysis for Fuel Cell Hybrid Electric Tractors

被引:0
作者
Lei, Shenghui [1 ,2 ]
Li, Yanying [1 ,2 ]
Liu, Mengnan [1 ,2 ,3 ]
Li, Wenshuo [1 ]
Zhao, Tenglong [1 ]
Hou, Shuailong [1 ]
Xu, Liyou [1 ,2 ]
机构
[1] Henan Univ Sci & Technol, Coll Vehicle & Traff Engn, Luoyang 471003, Peoples R China
[2] State Key Lab Intelligent Agr Power Equipment, Luoyang 471039, Peoples R China
[3] YTO Grp Corp R&D Ctr, Luoyang 471039, Peoples R China
关键词
fuel cell; hybrid electric tractors; energy management strategy; hierarchical instantaneous optimization; dynamic programming; optimal energy consumption; IMPLEMENTATION; VEHICLES; SYSTEMS;
D O I
10.3390/en18020247
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
To address the challenges faced by fuel cell hybrid electric tractors (FCHETs) equipped with a battery and supercapacitor, including the complex coordination of multiple energy sources, low power allocation efficiency, and unclear optimal energy consumption, this paper proposes two energy management strategies (EMSs): one based on hierarchical instantaneous optimization (HIO) and the other based on multi-dimensional dynamic programming with final state constraints (MDDP-FSC). The proposed HIO-based EMS utilizes a low-pass filter and fuzzy logic correction in its upper-level strategy to manage high-frequency dynamic power using the supercapacitor. The lower-level strategy optimizes fuel cell efficiency by allocating low-frequency stable power based on the principle of minimizing equivalent consumption. Validation using a hardware-in-the-loop (HIL) simulation platform and comparative analysis demonstrate that the HIO-based EMS effectively improves the transient operating conditions of the battery and fuel cell, extending their lifespan and enhancing system efficiency. Furthermore, the HIO-based EMS achieves a 95.20% level of hydrogen consumption compared to the MDDP-FSC-based EMS, validating its superiority. The MDDP-FSC-based EMS effectively avoids the extensive debugging efforts required to achieve a final state equilibrium, while providing valuable insights into the global optimal energy consumption potential of multi-energy source FCHETs.
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页数:27
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共 52 条
  • [11] Dynamic response characteristics of proton exchange membrane fuel cell during transient loading: An experiment study
    Li, Qian
    Chen, Wenshang
    Zhang, Ning
    Luo, Zongkai
    Chen, Ben
    [J]. INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2024, 92 : 1 - 13
  • [12] Power allocation strategy for fuel cell distributed drive electric tractor based on adaptive multi-resolution analysis theory
    Li, Xian-zhe
    Zhang, Ming-zhu
    Yan, Xiang-hai
    Liu, Meng-nan
    Xu, Li-you
    [J]. ENERGY, 2023, 284
  • [13] Advances in the Application of Sulfonated Poly(Ether Ether Ketone) (SPEEK) and Its Organic Composite Membranes for Proton Exchange Membrane Fuel Cells (PEMFCs)
    Li, Xiang
    Ye, Tengling
    Meng, Xuan
    He, Dongqing
    Li, Lu
    Song, Kai
    Jiang, Jinhai
    Sun, Chuanyu
    [J]. POLYMERS, 2024, 16 (19)
  • [14] Energy Management Optimization and Validation of a Hydrogen Fuel Cell-Powered Agricultural Tractor Based on Hierarchical Dynamic Programming
    Li, Yanying
    Liu, Mengnan
    Wang, Yiting
    Xu, Liyou
    Lei, Shenghui
    [J]. IEEE ACCESS, 2024, 12 : 21382 - 21401
  • [15] Self-learning Markov prediction algorithm based aging-oriented gradient drop power control strategy for the transient modes of fuel cell hybrid electric vehicles
    Lin, Xinyou
    Zhou, Qiang
    Tu, Jiayi
    Xu, Xinhao
    Xie, Liping
    [J]. APPLIED ENERGY, 2024, 376
  • [16] General modeling and energy management optimization for the fuel cell electric tractor with mechanical shunt type
    Liu, Mengnan
    Li, Yanying
    Xu, Liyou
    Wang, Yiting
    Zhao, Jinghui
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2023, 213
  • [17] Design of a Load Torque Based Control Strategy for Improving Electric Tractor Motor Energy Conversion Efficiency
    Liu, Mengnan
    Xu, Liyou
    Zhou, Zhili
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2016, 2016
  • [18] Energy and environmental evaluation and comparison of a diesel-electric hybrid tractor, a conventional tractor, and a hillside mini-tiller using the life cycle assessment method
    Liu, Wei
    Yang, Rui
    Li, Li
    Zhao, Chunjiang
    Li, Guanglin
    [J]. JOURNAL OF CLEANER PRODUCTION, 2024, 469
  • [19] Research on Energy Management Strategy of Fuel Cell Vehicle Based on Multi-Dimensional Dynamic Programming
    Liu, Yanwei
    Liang, Jiansheng
    Song, Jiaqing
    Ye, Jie
    [J]. ENERGIES, 2022, 15 (14)
  • [20] Dynamic response characteristics and water-gas-heat synergistic transport mechanism of proton exchange membrane fuel cell during transient loading
    Luo, Zongkai
    Chen, Ke
    Zou, Guofu
    Deng, Qihao
    He, Dandi
    Xiong, Zhongzhuang
    Chen, Wenshang
    Chen, Ben
    [J]. ENERGY, 2024, 302