Model Predictive Control for Nonlinear Energy Management of a Power Split hybrid Electric Vehicle

被引:13
|
作者
Shi, Dehua [1 ,4 ]
Wang, Shaohua [1 ,2 ]
Cai, Yingfeng [1 ]
Chen, Long [1 ]
Yuan, ChaoChun [1 ]
Yin, ChunFang [3 ]
机构
[1] Jiangsu Univ, Automot Engn Res Inst, Zhenjiang 212013, Jiangsu, Peoples R China
[2] Jiangsu Univ, Sch Automobile & Traff Engn, Zhenjiang 212013, Jiangsu, Peoples R China
[3] Jiangsu Univ, Sch Elect & Informat Engn, Zhenjiang 212013, Jiangsu, Peoples R China
[4] Jiangsu Chunlan Clean Energy Res Inst Co Ltd, Taizhou 225300, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Energy management; dynamic programming; linear time-varying mode; model predictive control; sequential quadratic programming; CONTROL STRATEGIES; SYSTEM; HEV;
D O I
10.31209/2018.100000062
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Model predictive control (MPC), owing to the capability of dealing with nonlinear and constrained problems, is quite promising for optimization. Different MPC strategies are investigated to optimize HEV nonlinear energy management for better fuel economy. Based on Bellman's principle, dynamic programming is firstly used in the limited horizon to obtain optimal solutions. By considering MPC as a nonlinear programming problem, sequential quadratic programming (SQP) is used to obtain the descent directions of control variables and the current control input is further derived. To reduce computation and meet the requirements of real-time control, the nonlinear model of the system is approximated to be linear and linear time-varying (LTV) MPC strategy is studied. Simulation results demonstrate that the nonlinear MPC using SQP algorithm has best fuel economy, while the MPC using approximated linear model is superior in saving computation time.
引用
收藏
页码:27 / 39
页数:13
相关论文
共 50 条
  • [1] 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
  • [2] Predictive Energy Management of a Power-Split Hybrid Electric Vehicle
    Borhan, H. Ali
    Vahidi, Ardalan
    Phillips, Anthony M.
    Kuang, Ming L.
    Kolmanovsky, Ilya V.
    [J]. 2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, : 3970 - +
  • [3] Nonlinear Hierarchical Model Predictive Control for the Energy Management of a Hybrid Electric Vehicle
    Keller, Martin
    Schmitt, Lukas
    Abel, Dirk
    [J]. 2019 27TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2019, : 451 - 457
  • [4] Research on hybrid modeling and predictive energy management for power split hybrid electric vehicle
    Wang, Shaohua
    Zhang, Sheng
    Shi, Dehua
    Sun, Xiaoqiang
    Yang, Tao
    [J]. BULLETIN OF THE POLISH ACADEMY OF SCIENCES-TECHNICAL SCIENCES, 2021, 69 (03)
  • [5] Energy management of a dual-mode power-split hybrid electric vehicle based on velocity prediction and nonlinear model predictive control
    Xiang, Changle
    Ding, Feng
    Wang, Weida
    He, Wei
    [J]. APPLIED ENERGY, 2017, 189 : 640 - 653
  • [6] Energy Management Strategy for a Power-split Hybrid Electric Vehicle Based on Explicit Stochastic Model Predictive Control
    Qin, Datong
    Qin, Ling
    [J]. Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science), 2019, 47 (07): : 112 - 120
  • [7] Nonlinear Model Predictive Control of a Power-Split Hybrid Electric Vehicle With Consideration of Battery Aging
    Cheng, Ming
    Chen, Bo
    [J]. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2019, 141 (08):
  • [8] 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
  • [9] 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
  • [10] Nonlinear predictive control of power split hybrid electric vehicle with optimal system efficiency
    Shi, De-Hua
    Cai, Ying-Feng
    Wang, Shao-Hua
    Chen, Long
    Zhu, Zhen
    Gao, Li-Xin
    [J]. Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science), 2019, 53 (12): : 2271 - 2279