• DocumentCode
    2903858
  • Title

    Validation of both number and coverage of bus schedules using AVL data

  • Author

    Matias, Luís ; Gama, João ; Mendes-Moreira, João ; De Sousa, Jorge Freire

  • Author_Institution
    Dept. de Eng. Inf., Univ. do Porto, Porto, Portugal
  • fYear
    2010
  • fDate
    19-22 Sept. 2010
  • Firstpage
    131
  • Lastpage
    136
  • Abstract
    It is well known that the definition of bus schedules is critical for the service reliability of public transports. Several proposals have been suggested, using data from Automatic Vehicle Location (AVL) systems, in order to enhance the reliability of public transports. In this paper we study the optimum number of schedules and the days covered by each one of them, in order to increase reliability. We use the Dynamic Time Warping distance in order to calculate the similarities between two different dimensioned irregularly spaced data sequences before the use of data clustering techniques. The application of this methodology with the K-Means for a specific bus route demonstrated that a new schedule for the weekends in non-scholar periods could be considered due to its distinct profile from the remaining days. For future work, we propose to apply this methodology to larger data sets in time and in number, corresponding to different bus routes, in order to find a consensual cluster between all the routes.
  • Keywords
    data handling; pattern clustering; reliability; scheduling; traffic engineering computing; AVL data; K-Means methodology; automatic vehicle location; bus schedules; data clustering techniques; dynamic time warping distance; public transports reliability enhancement; public transports service reliability; spaced data sequences;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems (ITSC), 2010 13th International IEEE Conference on
  • Conference_Location
    Funchal
  • ISSN
    2153-0009
  • Print_ISBN
    978-1-4244-7657-2
  • Type

    conf

  • DOI
    10.1109/ITSC.2010.5625235
  • Filename
    5625235