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.
机构:
Henan Univ Sci & Technol, Luoyang, Peoples R China
Beijing Inst Technol, Beijing 100081, Peoples R ChinaMichigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA
Gao, J-P
Zhu, G-M G.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USAMichigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA
Zhu, G-M G.
Strangas, E. G.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USAMichigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA
Strangas, E. G.
Sun, F-C
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Inst Technol, Beijing 100081, Peoples R ChinaMichigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA
机构:
Henan Univ Sci & Technol, Luoyang, Peoples R China
Beijing Inst Technol, Beijing 100081, Peoples R ChinaMichigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA
Gao, J-P
Zhu, G-M G.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USAMichigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA
Zhu, G-M G.
Strangas, E. G.
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USAMichigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA
Strangas, E. G.
Sun, F-C
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Inst Technol, Beijing 100081, Peoples R ChinaMichigan State Univ, Dept Mech Engn, E Lansing, MI 48824 USA