IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0185333.html
   My bibliography  Save this article

An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis

Author

Listed:
  • S Kiavash Fayyaz S.
  • Xiaoyue Cathy Liu
  • Guohui Zhang

Abstract

The social functions of urbanized areas are highly dependent on and supported by the convenient access to public transportation systems, particularly for the less privileged populations who have restrained auto ownership. To accurately evaluate the public transit accessibility, it is critical to capture the spatiotemporal variation of transit services. This can be achieved by measuring the shortest paths or minimum travel time between origin-destination (OD) pairs at each time-of-day (e.g. every minute). In recent years, General Transit Feed Specification (GTFS) data has been gaining popularity for between-station travel time estimation due to its interoperability in spatiotemporal analytics. Many software packages, such as ArcGIS, have developed toolbox to enable the travel time estimation with GTFS. They perform reasonably well in calculating travel time between OD pairs for a specific time-of-day (e.g. 8:00 AM), yet can become computational inefficient and unpractical with the increase of data dimensions (e.g. all times-of-day and large network). In this paper, we introduce a new algorithm that is computationally elegant and mathematically efficient to address this issue. An open-source toolbox written in C++ is developed to implement the algorithm. We implemented the algorithm on City of St. George’s transit network to showcase the accessibility analysis enabled by the toolbox. The experimental evidence shows significant reduction on computational time. The proposed algorithm and toolbox presented is easily transferable to other transit networks to allow transit agencies and researchers perform high resolution transit performance analysis.

Suggested Citation

  • S Kiavash Fayyaz S. & Xiaoyue Cathy Liu & Guohui Zhang, 2017. "An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis," PLOS ONE, Public Library of Science, vol. 12(10), pages 1-22, October.
  • Handle: RePEc:plo:pone00:0185333
    DOI: 10.1371/journal.pone.0185333
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0185333
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0185333&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0185333?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Sallis, James F. & Frank, Lawrence D. & Saelens, Brian E. & Kraft, M. Katherine, 2004. "Active transportation and physical activity: opportunities for collaboration on transportation and public health research," Transportation Research Part A: Policy and Practice, Elsevier, vol. 38(4), pages 249-268, May.
    2. Martens, Karel & Golub, Aaron & Robinson, Glenn, 2012. "A justice-theoretic approach to the distribution of transportation benefits: Implications for transportation planning practice in the United States," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(4), pages 684-695.
    3. Golub, Aaron & Martens, Karel, 2014. "Using principles of justice to assess the modal equity of regional transportation plans," Journal of Transport Geography, Elsevier, vol. 41(C), pages 10-20.
    4. Shannon, Tya & Giles-Corti, Billie & Pikora, Terri & Bulsara, Max & Shilton, Trevor & Bull, Fiona, 2006. "Active commuting in a university setting: Assessing commuting habits and potential for modal change," Transport Policy, Elsevier, vol. 13(3), pages 240-253, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Frick, Karen Trappenburg PhD & Kumar, Tanu PhD & Mendonça Abreu, Giselle Kristina & Post, Alison PhD, 2021. "Benchmarking “Smart City” Technology Adoption in California: Developing and Piloting a Data Collection Approach," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt3797p0ws, Institute of Transportation Studies, UC Berkeley.
    2. Ryan, Jean & Pereira, Rafael H.M. & Andersson, Magnus, 2023. "Accessibility and space-time differences in when and how different groups (choose to) travel," Journal of Transport Geography, Elsevier, vol. 111(C).
    3. Ben-Elia, Eran & Benenson, Itzhak, 2019. "A spatially-explicit method for analyzing the equity of transit commuters' accessibility," Transportation Research Part A: Policy and Practice, Elsevier, vol. 120(C), pages 31-42.
    4. Stępniak, Marcin & Pritchard, John P. & Geurs, Karst T. & Goliszek, Sławomir, 2019. "The impact of temporal resolution on public transport accessibility measurement: Review and case study in Poland," Journal of Transport Geography, Elsevier, vol. 75(C), pages 8-24.
    5. Sławomir Goliszek, 2021. "GIS tools and programming languages for creating models of public and private transport potential accessibility in Szczecin, Poland," Journal of Geographical Systems, Springer, vol. 23(1), pages 115-137, January.
    6. Luo, Ding & Cats, Oded & van Lint, Hans & Currie, Graham, 2019. "Integrating network science and public transport accessibility analysis for comparative assessment," Journal of Transport Geography, Elsevier, vol. 80(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Boisjoly, Geneviève & Serra, Bernardo & Oliveira, Gabriel T. & El-Geneidy, Ahmed, 2020. "Accessibility measurements in São Paulo, Rio de Janeiro, Curitiba and Recife, Brazil," Journal of Transport Geography, Elsevier, vol. 82(C).
    2. Cui, Boer & Boisjoly, Geneviève & El-Geneidy, Ahmed & Levinson, David, 2019. "Accessibility and the journey to work through the lens of equity," Journal of Transport Geography, Elsevier, vol. 74(C), pages 269-277.
    3. Kelobonye, Keone & McCarney, Gary & Xia, Jianhong (Cecilia) & Swapan, Mohammad Shahidul Hasan & Mao, Feng & Zhou, Heng, 2019. "Relative accessibility analysis for key land uses: A spatial equity perspective," Journal of Transport Geography, Elsevier, vol. 75(C), pages 82-93.
    4. Piotr Rosik & Julia Wójcik, 2022. "Transport Infrastructure and Regional Development: A Survey of Literature on Wider Economic and Spatial Impacts," Sustainability, MDPI, vol. 15(1), pages 1-19, December.
    5. Braun, Lindsay M. & Rodriguez, Daniel A. & Gordon-Larsen, Penny, 2019. "Social (in)equity in access to cycling infrastructure: Cross-sectional associations between bike lanes and area-level sociodemographic characteristics in 22 large U.S. cities," Journal of Transport Geography, Elsevier, vol. 80(C).
    6. Nazari Adli, Saeid & Donovan, Stuart, 2018. "Right to the city: Applying justice tests to public transport investments," Transport Policy, Elsevier, vol. 66(C), pages 56-65.
    7. Mavoa, Suzanne & Witten, Karen & McCreanor, Tim & O’Sullivan, David, 2012. "GIS based destination accessibility via public transit and walking in Auckland, New Zealand," Journal of Transport Geography, Elsevier, vol. 20(1), pages 15-22.
    8. Krapp, Agustina & Barajas, Jesus & Wennink, Audrey, 2021. "Equity-oriented Criteria for Project Prioritization in Regional Transportation Planning," SocArXiv xcbhy, Center for Open Science.
    9. Singleton, Patrick A. & Clifton, Kelly J., 2017. "Considering health in US metropolitan long-range transportation plans: A review of guidance statements and performance measures," Transport Policy, Elsevier, vol. 57(C), pages 79-89.
    10. Allen, Jeff & Farber, Steven, 2019. "Sizing up transport poverty: A national scale accounting of low-income households suffering from inaccessibility in Canada, and what to do about it," Transport Policy, Elsevier, vol. 74(C), pages 214-223.
    11. Li, Wu & Guan, Haotian & Qin, Wenwen & Ji, Xiaofeng, 2023. "Collective and individual spatial equity measure in public transit accessibility based on generalized travel cost," Research in Transportation Economics, Elsevier, vol. 98(C).
    12. Sukaryavichute, Elina & Prytherch, David L., 2018. "Transit planning, access, and justice: Evolving visions of bus rapid transit and the Chicago street," Journal of Transport Geography, Elsevier, vol. 69(C), pages 58-72.
    13. Sunio, Varsolo & Fillone, Alexis & Abad, Raymund Paolo & Rivera, Joyce & Guillen, Marie Danielle, 2023. "Why does demand-based transport planning persist? Insights from social practice theory," Journal of Transport Geography, Elsevier, vol. 111(C).
    14. Pyrialakou, V. Dimitra & Gkritza, Konstantina & Fricker, Jon D., 2016. "Accessibility, mobility, and realized travel behavior: Assessing transport disadvantage from a policy perspective," Journal of Transport Geography, Elsevier, vol. 51(C), pages 252-269.
    15. Xingchuan Gao & Tao Li & Xiaoshu Cao, 2019. "Spatial Fairness and Changes in Transport Infrastructure in the Qinghai-Tibet Plateau Area from 1976 to 2016," Sustainability, MDPI, vol. 11(3), pages 1-16, January.
    16. Sun, Zhe & Zacharias, John, 2020. "Transport equity as relative accessibility in a megacity: Beijing," Transport Policy, Elsevier, vol. 92(C), pages 8-19.
    17. Pasha, Obed, 2018. "Social justice implications of municipal transportation apportionments in Massachusetts: A case of disparate impact," Transport Policy, Elsevier, vol. 72(C), pages 109-115.
    18. Jun Yang & Andong Guo & Xueming Li & Tai Huang, 2018. "Study of the Impact of a High-Speed Railway Opening on China’s Accessibility Pattern and Spatial Equality," Sustainability, MDPI, vol. 10(8), pages 1-13, August.
    19. Mouter, Niek & van Cranenburgh, Sander & van Wee, Bert, 2017. "An empirical assessment of Dutch citizens' preferences for spatial equality in the context of a national transport investment plan," Journal of Transport Geography, Elsevier, vol. 60(C), pages 217-230.
    20. Allen, Jeff & Farber, Steven, 2019. "Sizing up transport poverty: A national scale accounting of low-income households suffering from inaccessibility in Canada, and what to do about it," SocArXiv ua2gj, Center for Open Science.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0185333. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.