Battery SOC constraint comparison for predictive energy management of plug-in hybrid electric bus

被引:95
作者
Li, Gaopeng [1 ,2 ]
Zhang, Jieli [1 ]
He, Hongwen [1 ]
机构
[1] Beijing Inst Technol, Natl Engn Lab Elect Vehicles, Beijing 100081, Peoples R China
[2] Zhengzhou Yutong Bus Co Ltd, Zhengzhou 450061, Peoples R China
关键词
Plug-in hybrid electric vehicles; Model predictive control; Markov; Energy management; Battery SOC constraint; POWER MANAGEMENT; ALGORITHM; STRATEGY;
D O I
10.1016/j.apenergy.2016.09.071
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
In this paper, model predictive control (MPC) is employed to resolve the energy management problem of a plug-in hybrid electric bus (PHEB). Dynamic programming (DP), as a global optimization method, is inserted at each time step of the MPC, to solve the optimization problem regarding the prediction horizon. A multi-step Markov prediction model is constructed to forecast the near future driving velocities for the MPC. The battery SOC is restrained to fluctuate near a reference trajectory to ensure the global performance of MPC. Three novel restraining methods are proposed and compared in this paper. The resultant fuel economy performance with different SOC constraint methods are evaluated. Simulation results indicate that by restraining the battery SOC adaptively to the control variables gains the best fuel economy performance, and the fuel consumption of MPC is 8.7% less than a ruled based strategy. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:578 / 587
页数:10
相关论文
共 22 条
  • [1] Amini M. H., 2015, IEEE POWER ENERGY SO
  • [2] [Anonymous], IFAC P VOL APT CA US
  • [3] [Anonymous], 2012 IEEE INT EL VEH
  • [4] [Anonymous], 2016, ELECT POWER SYST RES
  • [5] [Anonymous], IEEE T CONTR SYST T
  • [6] [Anonymous], 2016, Predictive Energy Management of Hybrid Electric Vehicle Powertrains
  • [7] [Anonymous], MATH PROBL ENG
  • [8] [Anonymous], P 2009 IEEE INT C SY
  • [9] A comprehensive overview of hybrid electric vehicle: Powertrain configurations, powertrain control techniques and electronic control units
    Bayindir, Kamil Cagatay
    Gozukucuk, Mehmet Ali
    Teke, Ahmet
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2011, 52 (02) : 1305 - 1313
  • [10] MPC-Based Energy Management of a Power-Split Hybrid Electric Vehicle
    Borhan, Hoseinali
    Vahidi, Ardalan
    Phillips, Anthony M.
    Kuang, Ming L.
    Kolmanovsky, Ilya V.
    Di Cairano, Stefano
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2012, 20 (03) : 593 - 603