吉林大学学报(工学版) ›› 2015, Vol. 45 ›› Issue (3): 696-702.doi: 10.13229/j.cnki.jdxbgxb201503003

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Predictive model for cooperative braking system of electric vehicles

GUO Hong-qiang, HE Hong-wen, LU Bing   

  1. National Engineering Laboratory for Electric Vehicles, Beijing Institute of Technology, Beijing 100081, China
  • Received:2013-10-09 Online:2015-05-01 Published:2015-05-01

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Abstract: Based the quadratic subdivision mathematical model of the braking severity, a design method of the predictive model for parallel cooperative braking system is investigated systematically. An off-line optimization stream is designed. First, the continuous design space, which is constituted of the vehicle speed v, battery State-of-Charge (SoC) and braking severity z, is sampled by Design of Experiments(DOE);two subsystems of regenerative braking energy and braking stability are defined and optimized by collaborative optimization method(CO) based on the sampling points; finally, the predictive model is established for the cooperative braking system. Simulation results show that the proposed model can realize real-time optimum control and maximize the regenerative braking energy recovery efficiency under the condition of ensuring the braking stability. Accordingly, it has high engineering application value.

Key words: vehicle engineering, cooperative braking, collaborative optimization, predictive model

CLC Number: 

  • U463.51
[1] 王昕, 姜继海. 轮边驱动液压混合动力车辆再生制动控制策略[J]. 吉林大学学报:工学版, 2009, 39(6): 1544-1549.
Wang Xin, Jiang Ji-hai. Regenerative braking control strategy for wheel drive hydraulic hybrid vehicle[J]. Journal of Jilin University (Engineering and Technology Edition), 2009, 39(6): 1544-1549.
[2] 仇斌, 陈全世, 张开斌. 北京市区电动轻型客车制动能量回收潜力[J]. 机械工程学报,2005,41(12):87-91.
Qiu Bin, Chen Quan-shi, Zhang Kai-bin. Braking energy recycle of light electric bus of Beijing town[J]. Chinese Journal of Mechanical Engineering,2005,41(12):87-91.
[3] 张俊智,薛俊亮,陆欣,等. 混合动力城市客车串联式制动能量回馈技术[J]. 机械工程学报,2009,45(6):102-106.
Zhang Jun-zhi, Xue Jun-liang, Lu Xin, et al. Series braking energy recycle technology of hybrid electric city bus[J]. Chinese Journal of Mechanical Engineering,2009,45(6):102-106.
[4] 马明旭,王成恩,张嘉易,等. 复杂产品多学科设计优化技术[J]. 机械工程学报,2008,44(6):15-26.
Ma Ming-xu, Wang Cheng-en, Zhang Jia-yi, et al. Multidisciplinary optimization technology of the complicate production[J]. Chinese Journal of Mechanical Engineering, 2008,44(6):15-26.
[5] Yang R J,Gu L, Tho C H. Multidisciplinary design optimization of a full vehicle with high performance computing[C]∥AIAA Paper,2001-1273.
[6] Kodiyalam S,Yang R J,Gu L,et al. Multidisciplinary design optimization of a vehicle system in a scalable, high performance computing environment[J]. Struct Multidisc Optim,2004,26(3-4):256-263.
[7] 李玉芳, 周丽丽. 纯电动汽车电-液复合制动系统控制算法的多边界条件优化设计[J]. 中国机械工程,2012,23(21):2634-2640.
Li Yu-fang, Zhou Li-li. Optimization design of ev electro-hydraulic composite braking system control algorithm with mul-boundary conditions[J]. Chinese Journal of Mechanical Engineering,2012,23(21):2634-2640.
[8] 郑宏宇, 许文凯,刘宗宇,等. 四轮独立驱动电动汽车再生制动控制策略[J]. 吉林大学学报: 工学版, 2013, 43(3):590-594.
Zheng Hong-yu, Xu Wen-kai, Liu Zong-yu, et al. Control strategy regenerative braking for four-wheel-drive electric vehicle[J]. Journal of Jilin University (Engineering and Technology Edition), 2013, 43(3):590-594.
[9] 宗长富, 张继红, 陈国迎, 等. 四轮驱动与前轮驱动电动车的再生制动性能[J]. 吉林大学学报: 工学版, 2010, 40(增刊1):24-28.
Zong Chang-fu, Zhang Ji-hong, Chen Guo-ying, et al. Investigating regenerative braking performance of 4WD and FWD electric vehicle[J]. Journal of Jilin University (Engineering and Technology Edition), 2010, 40(Sup.1):24-28.
[10] Hellgren J, Jonasson E. Maximisation of brake energy regeneration in a hybrid electric parallel car[J]. International Journal of Electric and Hybrid Vehicles,2007,1(1):95-121.
[11] 郭金刚, 王军平, 曹秉刚. 基于优化的电动车制动力分配[J]. 机械科学与技术,2011,30(9):1495-1499.
Guo Jin-gang, Wang Jun-ping, Cao Bin-gang. Optimization based braking force distribution for electric vehicles[J]. Mechanical Science and Technology for Aerospace Engineering,2011,30(9):1495-1499.
[12] Park J S. Optimal Latin-hypercube designs for computer experiments[J]. Journal of Statistical Planning and Inference,1994,39(1):95-111.
[13] Tappeta R V, Renaud J E. Multiobjective collaborative optimization[J]. Journal of Mechanical Design,1997,119(3):403.
[14] Zhou W, Wang D, Sheng J,et al. Collaborative optimization of maintenance and spare ordering of continuously degrading systems[J]. Journal of Systems Engineering and Electronics,2012,23(1):63-70.
[15] Myers R H, Anderson-Cook C M. Response Surface Methodology: Process and Product Optimization Using Designed Experiments[M]. USA:Wiley Press, 2009.
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