TRB logo   TRB logo
TRB logo   TRB logo
    
Journal Article Printable view

Incorporating Within-Household Interactions into Mode Choice Model with Genetic Algorithm for Parameter Estimation

JournalTransportation Research Record: Journal of the Transportation Research Board
PublisherTransportation Research Board of the National Academies
ISSN0361-1981 (Print)
IssueVolume 1985 / 2006
CategoryPlanning and Administration
Pages171-179
DOI10.3141/1985-19
Online DateFriday, May 04, 2007
Authors
Matthew Roorda1, Eric J. Miller1, Nicolas Kruchten2

1Department of Civil Engineering, University of Toronto, 35 St. George Street, Toronto, Ontario M5S 1A4, Canada
2 Kruchten Engineering Services Ltd., 206 Spadina Rd, Toronto, Ontario M5R 2V1, Canada

Abstract

The procedure for estimating a household model of mode choice is described. The tour-based mode choice model incorporates interpersonal interactions within the household explicitly in an agent-based random utility modeling framework. Household interactions include vehicle allocation, ridesharing to joint activities, and drop-off and pickup. Because of the complex nature of the model decision structure, choice probabilities are simulated from direct generation of random utilities rather than through an analytical probability expression. The computational requirements for the simulation are large. Therefore a grid of computers is used in parallel to perform the necessary calculations and a genetic algorithm is used for parameter estimation. A brief description of the model, the full model results, and a discussion of the computational techniques used in parameter estimation are presented.

Fulltext Preview (Small, Large)
Image of the first page of the fulltext

Show References



Export this chapter
 
Referenced by
5 newer articles

  1. Rasouli, SooraTimmermans, Harry (2012) Uncertainty in travel demand forecasting models: literature review and research agenda. Transportation Letters The International Journal of Transportation Research 4(1)
    [CrossRef]
  2. Roorda, Matthew J. (2008) Validation of TASHA: A 24-h activity scheduling microsimulation model. Transportation Research Part A Policy and Practice 42(2)
    [CrossRef]
  3. Roorda, Matthew J. (2009) An integrated model of vehicle transactions, activity scheduling and mode choice. Transportation Research Part B Methodological 43(2)
    [CrossRef]
  4. Wahba, Mohamed (2011) Large-scale application of MILATRAS: case study of the Toronto transit network. Transportation
    [CrossRef]
  5. Roorda, Matthew J. (2009) Including Minor Modes of Transport in a Tour-Based Mode Choice Model with Household Interactions. Journal of Transportation Engineering 135(12)
    [CrossRef]
Remote Address: 38.107.179.228 • Server: MPSHQWBRDR02P
HTTP User Agent: CCBot/1.0 (+http://www.commoncrawl.org/bot.html)