吉林大学学报(工学版) ›› 2015, Vol. 45 ›› Issue (2): 364-370.doi: 10.13229/j.cnki.jdxbgxb201502005

• Orignal Article • Previous Articles     Next Articles

Instantaneous driving cycle construction based on experimental measurement

SUN Qiang1, BAI Shu-zhan1,2, HAN Er-liang2, GUO Chun-yan2, LI Guo-xiang1   

  1. 1.School of Power and Engineering, Shandong University, Ji'nan 250061,China;
    2.New Energy Technology Center, Weichai Power Co., Ltd., Weifang 261001,China
  • Received:2013-07-14 Online:2015-04-01 Published:2015-04-01

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Abstract: A two-stage clustering method is proposed to construct the driving cycle of garbage truck. In this method, first the concept of kinematics interval is put forward to describe segment's instantaneous characteristics, upon which an advanced hierarchical clustering is carried out. Second, proper segments are chosen from each category according to the results of the second stage clustering. Finally, the representative driving cycle is fitted out. The proposed method is applied to construct driving cycles of a typical garbage truck in Xi'an City. For comparison a driving cycle is also constructed using traditional clustering method, actual driving cycle is measured and error analysis is carried out. Results show that compared to the traditional clustering method, the two-stage clustering method can improve the probability distribution of speed by 59.4%, the probability distribution of acceleration by 81.7%, and the joint probability distribution of speed-acceleration by 22.4%.

Key words: multivariate analysis, driving cycle construction, kinematics interval, experimental measurement, two-stage clustering

CLC Number: 

  • U412.37
[1] 姚荣涵, 贾婧. 单车道路段上车辆排队的链式反应模型[J]. 吉林大学学报: 工学版, 2012, 42(4): 892-898.
Yao Rong-han, Jia Jing. Chain reaction models for vehicle queuing on single-lane road section[J]. Journal of Jilin University (Engineering and Technology Edition), 2012, 42(4): 892-898.
[2] 高继东, 秦孔建, 梁荣亮, 等. 实际道路工况和法规工况下中型柴油机排放特性的对比分析[J]. 吉林大学学报: 工学版, 2012, 42(1): 33-38.
Gao Ji-dong, Qin Kong-jian, Liang Rong-liang, et al. Comparative analysis of medinm-duty diesel engine emissions under BJCBC and ETC[J]. Journal of Jilin University (Engineering and Technology Edition), 2012, 42(1): 33-38.
[3] 石琴, 仇多洋, 吴靖. 基于主成分分析和 FCM 聚类的行驶工况研究[J]. 环境科学研究, 2012, 25(1): 70-76.
Shi Qin, Qiu Duo-yang, Wu Jing. Study on driving cycles based on principal component analysis and fuzzy C-Means clustering[J]. Research of Environmental Sciences, 2012, 25(1): 70-76.
[4] 石琴, 仇多洋, 周洁瑜. 基于组合聚类法的行驶工况构建与精度分析[J]. 汽车工程, 2012, 34(2): 164-169.
Shi Qin, Qiu Duo-yang, Zhou Jie-yu. Driving cycle construction and accuracy analysis based on combined clustering technique[J]. Automotive Engineering, 2012, 34(2): 164-169.
[5] Dembski N, Guezennec Y. Analysis and experimental refinement of real-world driving cycles[C]∥SAE Paper, 2002-01-0069.
[6] 朱西产, 李孟良, 马志雄, 等. 车辆行驶工况开发方法[J]. 江苏大学学报: 自然科学版, 2005, 26(2): 110-113.
Zhu Xi-chan, Li Meng-liang, Ma Zhi-xiong, et al. Methodology for driving cycles development[J]. Journal of Jiangsu University (National Science Edition), 2005, 26(2): 110-113.
[7] 隗海林, 王劲松, 王云鹏, 等. 基于城市道路工况的汽车燃油消耗模型[J]. 吉林大学学报: 工学版, 2009,39 (5): 1146-1150.
Kui Hai-lin, Wang Jin-song, Wang Yun-peng, et al. Vehicle fuel consumption model based on urban road operations[J]. Journal of Jilin University (Engineering and Technology Edition), 2009,39 (5): 1146-1150.
[8] 姜平, 石琴, 陈无畏. 基于马尔科夫的城市道路行驶工况构建方法[J]. 农业机械学报, 2009, 40(11): 26-30.
Jiang Ping,Shi Qin,Chen Wu-wei.Driving cycle construction methodology of city road based on Markov process[J].Transactions of the Chinese Society for Agricultural Machinery,2009,40(11):26-30.
[9] 杜爱民, 步曦, 陈礼瑶, 等. 上海市公交车行驶工况的调查和研究[J]. 同济大学学报: 自然科学版, 2006, 34(7): 943-946.
Du Ai-min, Bu Xi, Chen Li-yao, et al. Investigation on bus driving cycles in Shanghai[J]. Journal of Tongji University (Natural Science), 2006, 34(7): 943-946.
[10] 庄继晖, 谢辉, 严英. 基于 GPRS 的电动汽车道路行驶工况自学习[J]. 天津大学学报, 2010, 43(4): 283-286.
Zhuang Ji-hui,Xie Hui,Yan Ying.GPRS based driving cycle self-learning for electric vehicle[J].Journal of Tianjin University,2010,43(4):283-286.
[11] 李孟良, 李洧, 方茂东, 等. 道路车辆实际行驶工况解析方法研究[J]. 武汉理工大学学报 :交通科学与工程版, 2003, 27(1): 69-72.
Li Meng-liang, Li Wei, Fang Mao-dong, et al. The parse method of actual driving cycle of vehicle on road[J]. Journal of Wuhan University of Technology (Transportation Science & Engineering), 2003, 27(1): 69-72.
[12] 黄万友. 纯电动汽车动力总成系统匹配技术研究[D]. 济南: 山东大学能源与动力工程学院, 2012.
Huang Wan-you. Research on matching technique for EV powertrain[D]. Ji'nan: School of Energy and Power Engineering, Shandong University, 2012.
[13] 朱俊虎, 石琴, 周洁瑜. 城市公交车行驶工况的构建[J]. 交通科技与经济, 2011, 13(3): 108-112.
Zhu Jun-hu, Shi Qin, Zhou Jie-yu. The city bus driving cycle construction[J]. Technology & Economy in Areas of Communications, 2011, 13(3):180-112.
[14] 张富兴. 城市车辆行驶工况的研究[D]. 武汉: 武汉理工大学汽车工程学院, 2005.
Zhang Fu-xing. Study on driving cycles of city vehicle[D]. Wuhan: School of Automobile Engineering, Wuhan University of Technology, 2005.
[15] 姜平. 城市混合道路行驶工况的构建研究[D]. 合肥: 合肥工业大学交通运输工程学院, 2011.
Jiang Ping. Investigation of the driving cycle construction of mixed roads in the city[D]. Hefei: School of Traffic and Transportation Engineering, Hefei University of Technology, 2011.
[16] 马志雄, 李孟良, 张富兴, 等. 主成分分析法在车辆实际行驶工况开发中的应用[J]. 武汉理工大学学报: 信息与管理工程版, 2004, 26(4): 32-35.
Ma Zhi-xiong, Li Meng-liang, Zhang Fu-xing, et al. A study on the application of PCA to the development of vehicle real driving cycle[J]. Journal of Wuhan University of Technology (Information & Management Engineering) , 2004, 26(4): 32-35.
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