Optimal Control for Hybrid Energy Storage Electric Vehicle to Achieve Energy Saving Using Dynamic Programming Approach

In this paper, the efficiency characteristics of battery, super capacitor (SC), direct current (DC)-DC converter and electric motor in a hybrid power system of an electric vehicle (EV) are analyzed. In addition, the optimal efficiency model of the hybrid power system is proposed based on the hybrid power system component’s models. A rule-based strategy is then proposed based on the projection partition of composite power system efficiency, so it has strong adaptive adjustment ability. Additionally. the simulation results under the New European Driving Cycle (NEDC) condition show that the efficiency of rule-based strategy is higher than that of single power system. Furthermore, in order to explore the maximum energy-saving potential of hybrid power electric vehicles, a dynamic programming (DP) optimization method is proposed on the basis of the establishment of the whole hybrid power system, which takes into account various energy consumption factors of the whole system. Compared to the battery-only EV based on simulation results, the hybrid power system controlled by rule-based strategy can decrease energy consumption by 13.4% in line with the NEDC condition, while the power-split strategy derived from the DP approach can reduce energy consumption by 17.6%. The results show that compared with rule-based strategy, the optimized DP strategy has higher system efficiency and lower energy consumption.

[1]  Jianqiu Li,et al.  Optimal sizing of plug-in fuel cell electric vehicles using models of vehicle performance and system cost , 2013 .

[2]  Long Chen,et al.  Research on energy management of dual energy storage system based on the simulation of urban driving schedules , 2013 .

[3]  Marina Mastragostino,et al.  Strategies for high-performance supercapacitors for HEV , 2007 .

[4]  M. Ouyang,et al.  Approximate Pontryagin’s minimum principle applied to the energy management of plug-in hybrid electric vehicles , 2014 .

[5]  Yi-Hsuan Hung,et al.  An integrated optimization approach for a hybrid energy system in electric vehicles , 2012 .

[6]  Ahmed Cheriti,et al.  A real time energy management for electrical vehicle using combination of rule-based and ECMS , 2013, 2013 IEEE Electrical Power & Energy Conference.

[7]  Yuan Zou Energy Management Strategy for Hybrid Electric Tracked Vehicle Based on Stochastic Dynamic Programming , 2012 .

[8]  Yaobin Chen,et al.  A rule-based energy management strategy for Plug-in Hybrid Electric Vehicle (PHEV) , 2009, 2009 American Control Conference.

[9]  Ruiyang Xu,et al.  Simulation of composite electric power for electric vehicles , 2017, 2017 IEEE International Conference on Mechatronics and Automation (ICMA).

[10]  Jianqiu Li,et al.  Optimization for a hybrid energy storage system in electric vehicles using dynamic programing approach , 2015 .

[11]  Guillermo R. Bossio,et al.  Optimization of power management in an hybrid electric vehicle using dynamic programming , 2006, Math. Comput. Simul..

[12]  Joao P. Trovao,et al.  A comparative analysis of meta-heuristic methods for power management of a dual energy storage system for electric vehicles , 2015 .

[13]  Paul A. Jennings,et al.  Blended Rule-Based Energy Management for PHEV: System Structure and Strategy , 2016, IEEE Transactions on Vehicular Technology.

[14]  Mohammad J. Mahjoob,et al.  Optimal energy management in a dual-storage fuel-cell hybrid vehicle using multi-dimensional dynamic programming , 2014 .

[15]  Alexandru Onea,et al.  A rule-based energy management strategy for parallel hybrid vehicles with supercapacitors , 2011, 15th International Conference on System Theory, Control and Computing.

[16]  Zheng Chen,et al.  Energy management of a power-split plug-in hybrid electric vehicle based on genetic algorithm and quadratic programming , 2014 .

[17]  Bo-Chiuan Chen,et al.  Design and analysis of power management strategy for range extended electric vehicle using dynamic programming , 2014 .

[18]  Lin Wei,et al.  The Parameters Matching and Simulation of Pure Electric Vehicle Composite Power Supply Based on CRUISE , 2014 .

[19]  Xiaosong Hu,et al.  Longevity-conscious dimensioning and power management of the hybrid energy storage system in a fuel cell hybrid electric bus , 2015 .

[20]  Demba Diallo,et al.  EV energy management strategy based on a single converter fed by a hybrid battery/supercapacitor power source , 2014, 2014 First International Conference on Green Energy ICGE 2014.

[21]  Antonio Griffo,et al.  Modeling and stability analysis of hybrid power systems for the more electric aircraft , 2012 .

[22]  Huei Peng,et al.  Optimal Control of Hybrid Electric Vehicles Based on Pontryagin's Minimum Principle , 2011, IEEE Transactions on Control Systems Technology.