吉林大学学报(工学版) ›› 2013, Vol. 43 ›› Issue (02): 304-309.

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Quantitative analysis of traveler route choice behavior based on Mixed Logit model

ZHOU Wei1,2, ZHAO Sheng-chuan2   

  1. 1. Faculty of Management and Economics, Dalian University of Technology, Dalian 116024, China;
    2. School of Transportation and Logistics, Dalian University of Technology, Dalian 116024, China
  • Received:2012-02-21 Online:2013-03-01 Published:2013-03-01

Abstract: To explore the effect of the urban road traffic dynamics on the traveler route choice behavior, a stated preference survey questionnaire was designed using the orthogonal design method. The survey was conducted with the travelers with driving experience in Dalian city. With the time parameter and the cost parameter fixed as well as the cost parameter obeying the normal distribution and lognormal distribution, a Logit model and a Mixed Logit model were built for the route choice analysis, and a quantitative analysis was performed for the route change trend caused by variables. The model estimation results indicated that the maximum likelihood, the values of goodness-of-fit index, and hit ratio of the Mixed Logit model are better than those of the Logit model. The traveler sensitivity for the travel time and dynamic change of time information are similar, and the most sensitive parameter is the travel cost. The traveler age, years of driving experience and income are the most significant factors affecting the route choice behavior.

Key words: engineering of communications and transportation, route choice, dynamic road traffic information, Mixed Logit model, sensitivity, stated preference survey

CLC Number: 

  • U491.1
[1] 林震,杨浩.交通信息服务条件下的出行选择行为[J].中国公路学报,2003,16(1):87-90. Lin Zhen, Yang Hao. Study of travel choice with traveler information system[J]. China Journal of Highway and Transportation, 2003,16(1):87-90.

[2] Train K E. Discrete Choice Methods with Simulation[M]. Cambridge: Cambridge University Press,2002.

[3] Ben-Elia E, Shiftan Y. Which road do I take? A learning-based model of route-choice behavior with real-time information[J]. Transportation Research Part A,2010,44(4):249-264.

[4] Paz A, Peeta S. Behavior-consistent real-time traffic routing under information provision[J]. Transportation Research Part C, 2009, 17(6): 642-661.

[5] Gao S, Frejinger E, Ben-Akiva M. Adaptive route choices in risky traffic networks: a prospect theory approach[J]. Transportation Research Part C,2010,18(5):727-740.

[6] 王树盛,黄卫,陆振波. Mixed Logit模型及其在交通方式分担中的应用研究[J]. 公路交通科技,2006, 23(5):88-91. Wang Shu-sheng, Huang Wei, Lu Zhen-bo. Study on Mixed Logit model and its application in traffic mode split[J]. Journal of Highway and Transportation Research and Develop,2006, 23(5):88-91.

[7] 李华民,黄海军,刘剑锋. 混合Logit模型的参数估计与应用研究[J]. 交通运输系统工程与信息,2010, 10(5): 73-78. Li Hua-min, Huang Hai-jun, Liu Jian-feng. Parameter estimation of the Mixed Logit model and its application[J]. Journal of Transportation Systems Engineering and Information Technology,2010, 10(5): 73-78.

[8] 赵胜川,王喜文,姚荣涵,等. 基于Mixed Logit模型的私家车通勤出行时间价值[J]. 吉林大学学报:工学版,2010,40(2):406-411. Zhao Sheng-chuan, Wang Xi-wen, Yao Rong-han, et al. Vaule of driver commuting travel time based on Mixed Logit model[J]. Journal of Jilin University (Engineering and Technology),2010,40(2):406-411.

[9] Louviere J J, Henshe D A, Swait J D. Stated Choice Methods: Analysis and Application[M]. Cambridge: Cambridge University Press,2000.
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