吉林大学学报(工学版) ›› 2015, Vol. 45 ›› Issue (3): 761-768.doi: 10.13229/j.cnki.jdxbgxb201503012

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Heterogeneous car following models based on data analysis

JING Ming1, 2, WANG Hao3, WANG Wen-jing1, 2   

  1. 1.National Center of ITS Engineering and Technology,Research Institute of Highway Ministry of Transport, Beijing 100088, China;
    2.Key Laboratory of Technology on Intelligent Transportation Systems, Research Institute of Highway Ministry of Transport,Beijing 100088, China;
    3.School of Transportation, Southeast University, Nanjing 210096, China
  • Received:2013-09-02 Online:2015-05-01 Published:2015-05-01

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Abstract: Based on the model parameters the characterization factor is defined. Then according to the definition, a method is developed to analyze the vehicle characteristics using observed data. The method consists of five steps: named data collection, data processing and parameter calibration, parameter correlation analysis, characterization factor calculation, and characterization distribution study. Once the characterization factor distribution is known, traffic simulation based on vehicle characteristics can be conducted with conversion of characterization factor and model parameters. With Optimal Velocity Model (OVM) and Intelligent Driver Model (IDM), a study on vehicle characteristics is conducted using the data collected in Nanjing. A heterogeneous IDM model is proposed and used for simulation based on driver-vehicle characteristics.

Key words: engineering of communications and transportation system, heterogeneous car following model, correlation analysis, numerical simulation

CLC Number: 

  • U491
[1] Newell G F. A simplified car-following theory:a lower order model[J]. Transportation Research Part B,2002,36(3):195-205.
[2] Ahn S,Cassidy M J,Laval J. Verification of a simplified car-following theory[J]. Transportation Research Part B,2004,38(5):431-440.
[3] 贾洪飞,隽志才,王晓原,等. 利用因子分析选取车辆跟驰模型输入变量[J].公路交通科技,2004,21(1):81-84.
Jia Hong-fei,Juan Zhi-cai,Wang Xiao-yuan,et al. Factor analysis for choosing input variables of car-following model[J]. Journal of Highway and Transportation Research and Development,2004,21(1):81-84.
[4] 贾洪飞,隽志才,曹鹏. 跟驰过程中驾驶员认知结构模型的建立[J].公路交通科技,2005,22(11):130-132.
Jia Hong-fei,Juan Zhi-cai,Cao Peng. A cognition structure model for drivers' car-following behavior[J]. Journal of Highway and Transportation Research and Development, 2005,22(11):130-132.
[5] 王昊,王炜. 各异性FVD模型及数值模拟[J].哈尔滨工业大学学报,2010,42(1):138-142.
Wang Hao,Wang Wei .Heterogeneous FVD model and numerical simulation[J]. Journal of Harbin Institute of Technology,2010,42(1):138-142.
[6] 敬明,邓卫,刘志明,等. 基于车辆个体特征的IDM模型研究[J]. 交通信息与安全,2012,30(5):10-13.
Jing Ming,Deng Wei,Liu Zhi-ming,et al. IDM model based on individual features[J]. Journal of Transport Information and Safety,2012,30(5):10-13.
[7] 敬明,邓卫. 基于车辆个体行为的交通流跟驰模型研究[J]. 交通科技,2008(6):84-87.
Jing Ming, Deng Wei. Research on car following model that reflects individual differences[J]. Transportation Science & Technology, 2008(6):84-87.
[8] 吴超仲,马晓风,严新平. 考虑驾驶员反应能力的跟驰模型[J]. 武汉理工大学学报:交通科学与工程版,2007,31(4):630-632.
Wu Chao-zhong,Ma Xiao-feng, Yan Xin-ping. Car following model based on drivers'reaction time[J]. Journal of Wuhan University of Technology(Transportation Science & Engineering),2007,31(4):630-632.
[9] Bando M,Hasebe K,Nakayama A,et al. Dynamical model of traffic congestion and numerical simulation[J]. Physical Review E,1995,51(2):1035-1042.
[10] Treiber M,Hennecke A,Helbing D. Congested traffic states in empirical observations and microscopic simulation[J]. Physical Review E,2000,62(2):1805-1828.
[11] Wang Hao,Wang Wei,Chen Jun . General Newell model and related second-order expressions[J]. Transportation Research Record,2011,2260:42-49.
[12] Herman R,Montroll E W. Traffic dynamics:studies in car following[J]. Operations Research,1958,6(2):165-184.
[13] 廖惠红,李丹,王昊,等. 跟驰模型中反应延迟时间项作用机制的数值模拟[J].交通信息与安全,2010,28(2):33-36.
Liao Hui-hong, Li Dan, Wang Hao, et al. Numerical simulation of the perception/reaction delay time in car-following model[J]. Journal of Transport Information and Safety,2010,28(2):33-36.
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