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An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis
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 cap...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5628824/ https://www.ncbi.nlm.nih.gov/pubmed/28981544 http://dx.doi.org/10.1371/journal.pone.0185333 |
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author | Fayyaz S., S. Kiavash Liu, Xiaoyue Cathy Zhang, Guohui |
author_facet | Fayyaz S., S. Kiavash Liu, Xiaoyue Cathy Zhang, Guohui |
author_sort | Fayyaz S., S. Kiavash |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-5628824 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-56288242017-10-20 An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis Fayyaz S., S. Kiavash Liu, Xiaoyue Cathy Zhang, Guohui PLoS One Research Article 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. Public Library of Science 2017-10-05 /pmc/articles/PMC5628824/ /pubmed/28981544 http://dx.doi.org/10.1371/journal.pone.0185333 Text en © 2017 Fayyaz S. et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Fayyaz S., S. Kiavash Liu, Xiaoyue Cathy Zhang, Guohui An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis |
title | An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis |
title_full | An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis |
title_fullStr | An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis |
title_full_unstemmed | An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis |
title_short | An efficient General Transit Feed Specification (GTFS) enabled algorithm for dynamic transit accessibility analysis |
title_sort | efficient general transit feed specification (gtfs) enabled algorithm for dynamic transit accessibility analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5628824/ https://www.ncbi.nlm.nih.gov/pubmed/28981544 http://dx.doi.org/10.1371/journal.pone.0185333 |
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