吉林大学学报(工学版) ›› 2017, Vol. 47 ›› Issue (5): 1336-1343.doi: 10.13229/j.cnki.jdxbgxb201705002

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Parameter matching of on-board hybrid energy storage system using NSGA-II algorithm

ZHOU Fang1, SONG Chuan-xue1, LIANG Tian-wei2, XIAO Feng1   

  1. 1.State Key Laboratory of Automotive Simulation and Control, Jilin University, Changchun 130022, China;
    2.College of Mechanical Science and Engineering, Jilin University, Changchun 130022, China
  • Received:2016-08-24 Online:2017-09-20 Published:2017-09-20

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Abstract: An integrated parameter matching/energy management optimization method is proposed for active on-board Hybrid Energy Storage System (HESS). The optimization model with two indicators, HESS replacement costs and energy consumption, was set up and solved using controlled elitist NSGA-Ⅱalgorithm to obtain Pareto sets as alternatives. After comparing the initial cost, daily total cost and battery pack mileage of lifetime of the alternatives, HESS parameters and corresponding energy management were selected. When the daily range is within 48 km, the optimal battery pack capacity is 22 kW·h, when the daily range exceeds 48 km, the optimal battery pack capacity increases with the daily range. An ultracapacitor pack around 60 W·h is adequate for various daily range. Compared with the optimization results of battery only, using the proposed optimization method, the replacement cost is reduced by 11.5% in average, the battery pack mileage of lifetime is raised by 19.8% in average, the daily total cost is reduced by 13.2%. The proposed optimization method ensures that the main indicators are optimal and the secondary indicators are satisfactory.

Key words: vehicle engineering, hybrid energy storage system(HESS), controlled elitist NSGA-II, replacement cost, multi-objective optimization

CLC Number: 

  • U461.8
[1] Rui E A, Castro R D, Pinto C,et al. Combined sizing and energy management in EVs with batteries and supercapacitors[J]. IEEE Transactions on Vehicular Technology,2014,63(7):3062-3076.
[2] 王庆年,曲晓冬,于远彬. 基于目标工况的复合电源混合动力客车优化匹配[J]. 吉林大学学报:工学版,2013,43(5):1153-1159.
Wang Qing-nian,Qu Xiao-dong,Yu Yuan-bin. Optimal matching of HEV with composite electric power supply[J]. Journal of Jilin University(Engineering and Technology Edition),2013,43(5):1153-1159.
[3] Hu X S,Murgovki N,Johannesson L M,et al. Comparison of three electrochemical energy buffers applied to a hybrid bus powertrain with simultaneous optimal sizing and energy management[J]. IEEE Transactions on Intelligent Transportation Systems,2014,15(3):1193-1205.
[4] Shen J Y,Dusmez S,Khaligh A. Optimization of sizing and battery cycle life in battery/ultracapacitor hybrid energy storage systems for electric vehicle applications[J]. IEEE Transactions on Industrial Informatics,2014,10(4):2112-2121.
[5] Song Z Y,Hofmann H,Li J Q,et al. Optimization for a hybrid energy storage system in electric vehicles using dynamic programming approach[J]. Applied Energy,2015,139:151-162.
[6] 米勒. 超级电容的应用[M]. 韩晓娟,李建林,田春光,译.北京:机械工业出版社,2014:97-98.
[7] 张抗抗,徐梁飞,华剑锋,等.基于多目标优化的纯电动车动力系统参数匹配方法[J]. 汽车工程,2015(7):757-765.
Zhang Kang-kang,Xu Liang-fei,Hua Jian-feng,et al. A parameter matching method for the powertrain of battery electric vehicle based on multi-objective optimization[J]. Automotive Engineering,2015(7):757-765.
[8] Ott T,Zurbriggen F,Onder C,et al. Cycle-averaged efficiency of hybrid electric vehicles[J]. Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering, 2013,227(1):78-86.
[9] 叶敏,郭金刚. 电动汽车再生制动及其控制技术[M]. 北京:人民交通出版社,2013:128-135.
[10] Department of Transportation. National Household Travel Survey[EB/OL].[2016-04-02]. http://nhts.ornl.gov/.
[11] 中华人民共和国工业和信息化部.关于免征新能源汽车车辆购置税的公告[EB/OL]. [2016-03-05]. http://www.miit.gov.cn/n1146295/n1652858/n1652930/n4509607/c4512240/content.html.
[12] Onori S. A new life estimation method for lithium-ion batteries in plug-in hybrid electric vehicles applications[J]. International Journal of Power Electronics,2012,4(3):302-319.
[13] Marano V,Onori S,Guezennec Y,et al. Lithium-ion batteries life estimation for plug-in hybrid electric vehicles[C]∥Vehicle Power and Propulsion Conference, IEEE,2009:536-543.
[14] Huria T,Ceraolo M,Gazzarri J,et al. High fidelity electrical model with thermal dependence for characterization and simulation of high power lithium battery cells[C]∥Electric Vehicle Conference(IEVC), IEEE,2012:1-8.
[15] Deb K,Goel T. Controlled Elitist Non-dominated Sorting Genetic Algorithm for Better Convergence[M]. Berlin :Springer,2001:67-81.
[16] Deb K,Agrawal S,Pratap A,et al. A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II[C]∥International Conference in Parallel Problem Solving from Nature. Berlin :Springer-Verlag,2000:849-858.
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