Nonlinear Model Predictive Control of a Power-Split Hybrid Electric Vehicle With Consideration of Battery Aging

被引:16
|
作者
Cheng, Ming [1 ]
Chen, Bo [1 ,2 ]
机构
[1] Michigan Technol Univ, Dept Mech Engn Engn Mech, 1400 Townsend Dr, Houghton, MI 49931 USA
[2] Michigan Technol Univ, Dept Elect & Comp Engn, 1400 Townsend Dr, Houghton, MI 49931 USA
关键词
OPTIMAL ENERGY MANAGEMENT; LI-ION BATTERIES; ALGORITHM;
D O I
10.1115/1.4042954
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the nonlinear model predictive control (NMPC) for the energy management of a power-split hybrid electric vehicle (HEV) has been studied to improve battery aging while maintaining the fuel economy at a reasonable level. A first principle battery model is built with simulation capacity of the battery aging features. The built battery model is integrated with an HEV model from AUTONOMIE software to investigate the vehicle and battery performance under control strategies. The NMPC has simplified battery models to predict the state of charge (SOC) change, the fuel consumption of the engine, and the battery aging index over the predicted horizon. The purpose of the NMPC is to find an optimized control sequence over the prediction horizon, which minimizes the designed cost function. The proposed control strategy is compared with that of an NMPC, which does not consider the battery aging. It is found that, with the optimized weighting factor selection, the NMPC with the consideration of battery aging has better battery aging performance and similar fuel economy performance comparing with the NMPC without the consideration of battery aging.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Model predictive control of a power-split hybrid electric vehicle system
    Yu, Kaijiang
    Mukai, Masakazu
    Kawabe, Taketoshi
    [J]. ARTIFICIAL LIFE AND ROBOTICS, 2012, 17 (02) : 221 - 226
  • [2] Model predictive control of a power-split hybrid electric vehicle system
    Yu, Kaijiang
    Mukai, Masakazu
    Kawabe, Taketoshi
    [J]. PROCEEDINGS OF THE SEVENTEENTH INTERNATIONAL SYMPOSIUM ON ARTIFICIAL LIFE AND ROBOTICS (AROB 17TH '12), 2012, : 783 - 786
  • [3] Nonlinear Model Predictive Control for Power-split Hybrid Electric Vehicles
    Borhan, H. Ali
    Zhang, Chen
    Vahidi, Ardalan
    Phillips, Anthony M.
    Kuang, Ming L.
    Di Cairano, S.
    [J]. 49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, : 4890 - 4895
  • [4] Model Predictive Control of a Power-split Hybrid Electric Vehicle with Combined Battery and Ultracapacitor Energy Storage
    Borhan, H. Ali
    Vahidi, Ardalan
    [J]. 2010 AMERICAN CONTROL CONFERENCE, 2010, : 5031 - 5036
  • [5] NONLINEAR MODEL PREDICTIVE CONTROL OF A POWER-SPLIT HYBRID ELECTRIC VEHICLE: INFLUENCE OF INCLUSION OF POWERTRAIN DYNAMICS
    Borhan, Hoseinali
    Vahidi, Ardalan
    Liang, Wei
    Phillips, Anthony
    Di Cairano, Stefano
    Kuang, Ming
    McGee, Ryan
    [J]. PROCEEDINGS OF THE ASME DYNAMIC SYSTEMS AND CONTROL CONFERENCE AND BATH/ASME SYMPOSIUM ON FLUID POWER AND MOTION CONTROL (DSCC 2011), VOL 2, 2012, : 263 - 270
  • [6] Model predictive control of a power-split hybrid electric vehicle system with slope preview
    Yu K.
    Yang H.
    Kawabe T.
    Tan X.
    [J]. Artificial Life and Robotics, 2015, 20 (4) : 305 - 314
  • [7] Model Predictive Control of a Power-Split Hybrid Electric Vehicle System with Slope Information
    Yu, Kaijiang
    Mukai, Masakazu
    Kawabe, Taketoshi
    [J]. 2013 PROCEEDINGS OF SICE ANNUAL CONFERENCE (SICE), 2013, : 2311 - 2316
  • [8] Multivariable predictive functional control of a compound power-split hybrid electric vehicle
    Gao, Ji
    Lou, Diming
    Zhang, Tong
    Fang, Liang
    Zhang, Yunhua
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2022, 236 (08) : 1775 - 1794
  • [9] Model Predictive Coordinated Control for Dual-Mode Power-Split Hybrid Electric Vehicle
    Qi, Yunlong
    Xiang, Changle
    Wang, Weida
    Wen, Boxuan
    Ding, Feng
    [J]. INTERNATIONAL JOURNAL OF AUTOMOTIVE TECHNOLOGY, 2018, 19 (02) : 345 - 358
  • [10] An Energy Management Strategy for Power-split Hybrid Electric Vehicle using Model Predictive Control
    Zahid, Muhammad
    Ahmad, Naseer
    [J]. INTERNATIONAL JOURNAL OF AUTOMOTIVE AND MECHANICAL ENGINEERING, 2021, 18 (04) : 9208 - 9219