Optimal energy management of fuel cell hybrid electric vehicle based on model predictive control and on-line mass estimation

被引:14
|
作者
Xin, Weiwei [1 ,3 ]
Xu, Enyong [3 ]
Zheng, Weiguang [1 ,3 ]
Feng, Haibo [2 ]
Qin, Jirong [3 ]
机构
[1] Guangxi Univ Sci & Technol, Sch Mech & Transportat Engn, Liuzhou, Peoples R China
[2] Concordia Univ, Dept Mech Ind & Aerosp Engn, Montreal, PQ, Canada
[3] Dong Feng Liuzhou Automobile Co Ltd, Commercial Vehicle Technol Ctr, Liuzhou, Peoples R China
关键词
Fuel cell hybrid electric vehicle; Commercial vehicle; Model prediction control; Energy management strategy; Mass estimation; POWER MANAGEMENT; CONTROL STRATEGY;
D O I
10.1016/j.egyr.2022.03.194
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
Energy management strategies with prediction message show great potential in optimizing control objectives for fuel cell hybrid vehicles. This paper presents a novelty model-predictive-control based energy management framework for fuel cell commercial vehicle, in which the vehicle mass is firstly introduced as a variable parameter for controller. A vehicle mass identification model is established and embed in the framework based on recursive least square algorithm, and the influence of variable algorithm parameters on estimator is evaluated. Then the effects of mass varying on vehicle performance is talked about in detail. In addition, the performance for different drive cycles on different loaded is also given. The simulation results show that the fuel consumption is positively correlated with the mass identification error, and the designed controller can reduce the additional fuel consumption to around 0.1%, which is much batter to the deterministic parameters scheme. Finally, the shortcomings of the designed controller are given. This paper provides a reliable theoretical basis to address varying-mass vehicle energy management problems. (C) 2022 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:4964 / 4974
页数:11
相关论文
共 50 条
  • [1] Novel enhancement of energy management in fuel cell hybrid electric vehicle by an advanced dynamic model predictive control
    Anbarasu, Arivoli
    Dinh, Truong Quang
    Sengupta, Somnath
    ENERGY CONVERSION AND MANAGEMENT, 2022, 267
  • [2] Multi-objective energy management strategy for fuel cell hybrid electric vehicle based on stochastic model predictive control
    Ma, Yan
    Li, Cheng
    Wang, Siyu
    ISA TRANSACTIONS, 2022, 131 : 178 - 196
  • [3] Projected Gradient and Model Predictive Control : Optimal Energy and Pollutants Management for Hybrid Electric Vehicle
    Kuchly, Jean
    Nelson-Gruel, Dominique
    Charlet, Alain
    Chamaillard, Yann
    Nouillant, Cedric
    IFAC PAPERSONLINE, 2019, 52 (05): : 121 - 127
  • [4] Optimal Energy Management Control Scheme for Fuel cell Hybrid Vehicle
    Sid, M. N.
    Marouani, K.
    Becherif, M.
    Alloui, H.
    2014 22ND MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2014, : 716 - 721
  • [5] Health-aware model predictive energy management for fuel cell electric vehicle based on hybrid modeling method
    Quan, Shengwei
    He, Hongwen
    Chen, Jinzhou
    Zhang, Zhendong
    Han, Ruoyan
    Wang, Ya-Xiong
    ENERGY, 2023, 278
  • [6] Development of an on-line energy management strategy for hybrid electric vehicle
    Daniela, Tufano
    Vincenzo, De Bellis
    Enrica, Malfi
    ATI 2018 - 73RD CONFERENCE OF THE ITALIAN THERMAL MACHINES ENGINEERING ASSOCIATION, 2018, 148 : 106 - 113
  • [7] Model Predictive Control Based Energy Management Strategy for a Plug-In Hybrid Electric Vehicle
    Zhang, Jieli
    He, Hongwen
    Wang, Ximing
    PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND INTELLIGENT SYSTEMS (ICMEIS 2015), 2015, 26 : 875 - 879
  • [8] Nonlinear Hierarchical Model Predictive Control for the Energy Management of a Hybrid Electric Vehicle
    Keller, Martin
    Schmitt, Lukas
    Abel, Dirk
    2019 27TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2019, : 451 - 457
  • [9] Bi-LSTM predictive control-based efficient energy management system for a fuel cell hybrid electric vehicle
    Chatterjee, Debasis
    Biswas, Pabitra Kumar
    Sain, Chiranjit
    Roy, Amarjit
    Ahmad, F.
    Rahul, Jagdeep
    SUSTAINABLE ENERGY GRIDS & NETWORKS, 2024, 38
  • [10] Distributed Energy Management Solution To Fuel Cell Hybrid Electric Vehicle Control
    Boudoudouh, Soukaina
    Maaroufi, Mohamed
    2017 INTERNATIONAL CONFERENCE ON GREEN ENERGY & CONVERSION SYSTEMS (GECS), 2017,