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Considering En-Route Choices in Utility-Based Route Choice Modelling

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  • Dawei Li
  • Tomio Miwa
  • Takayuki Morikawa

Abstract

This paper discusses how to take into account en-route choices in utility-based route choice modelling. A path observation through a network is divided into a sequence of route choices and decision making choices at decision nodes. A driver’s dynamic taste for different routes at different decision nodes is described by a mixed-logit specification. Four estimation methods are proposed. Two numerical experiments are designed to illustrate estimation issues arising with the proposed model, as well as to illustrate the potential biases introduced by over-simplifying assumptions on en-route choices. The numerical results show that maximum likelihood estimation based on path observations is unable to recover the true parameters, while the other three methods give consistent estimates. The model fit is significant improved by considering dynamic taste for different routes. Path share predictions diverge greatly from those of the proposed model if the assumptions about en-route choices are simplified. The experiment on a real scale network shows that it is feasible to apply the proposed model in practice. Copyright Springer Science+Business Media New York 2014

Suggested Citation

  • Dawei Li & Tomio Miwa & Takayuki Morikawa, 2014. "Considering En-Route Choices in Utility-Based Route Choice Modelling," Networks and Spatial Economics, Springer, vol. 14(3), pages 581-604, December.
  • Handle: RePEc:kap:netspa:v:14:y:2014:i:3:p:581-604
    DOI: 10.1007/s11067-014-9255-5
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    References listed on IDEAS

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    1. Chen, Anthony & Pravinvongvuth, Surachet & Xu, Xiangdong & Ryu, Seungkyu & Chootinan, Piya, 2012. "Examining the scaling effect and overlapping problem in logit-based stochastic user equilibrium models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(8), pages 1343-1358.
    2. Azevedo, JoseAugusto & Santos Costa, Maria Emilia O. & Silvestre Madeira, Joaquim Joao E. R. & Vieira Martins, Ernesto Q., 1993. "An algorithm for the ranking of shortest paths," European Journal of Operational Research, Elsevier, vol. 69(1), pages 97-106, August.
    3. Hess, Stephane & Train, Kenneth E., 2011. "Recovery of inter- and intra-personal heterogeneity using mixed logit models," Transportation Research Part B: Methodological, Elsevier, vol. 45(7), pages 973-990, August.
    4. Chandra R. Bhat, 2000. "Incorporating Observed and Unobserved Heterogeneity in Urban Work Travel Mode Choice Modeling," Transportation Science, INFORMS, vol. 34(2), pages 228-238, May.
    5. de Palma, André & Picard, Nathalie, 2005. "Route choice decision under travel time uncertainty," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(4), pages 295-324, May.
    6. John Hartman, 2012. "Special Issue on Transport Infrastructure: A Route Choice Experiment with an Efficient Toll," Networks and Spatial Economics, Springer, vol. 12(2), pages 205-222, June.
    7. Hess, Stephane & Rose, John M., 2009. "Allowing for intra-respondent variations in coefficients estimated on repeated choice data," Transportation Research Part B: Methodological, Elsevier, vol. 43(6), pages 708-719, July.
    8. Yai, Tetsuo & Iwakura, Seiji & Morichi, Shigeru, 1997. "Multinomial probit with structured covariance for route choice behavior," Transportation Research Part B: Methodological, Elsevier, vol. 31(3), pages 195-207, June.
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