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Activity of vehicles in the bus rapid transit system Metrobús in Mexico City
In this paper, we analyze a massive dataset with registers of the movement of vehicles in the bus rapid transit system Metrobús in Mexico City from February 2020 to April 2021. With these records and a division of the system into 214 geographical regions (segments), we characterize the vehicles’ act...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8742109/ https://www.ncbi.nlm.nih.gov/pubmed/34997045 http://dx.doi.org/10.1038/s41598-021-04037-6 |
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author | Martínez-González, Jaspe U. Riascos, Alejandro P. |
author_facet | Martínez-González, Jaspe U. Riascos, Alejandro P. |
author_sort | Martínez-González, Jaspe U. |
collection | PubMed |
description | In this paper, we analyze a massive dataset with registers of the movement of vehicles in the bus rapid transit system Metrobús in Mexico City from February 2020 to April 2021. With these records and a division of the system into 214 geographical regions (segments), we characterize the vehicles’ activity through the statistical analysis of speeds in each zone. We use the Kullback–Leibler distance to compare the movement of vehicles in each segment and its evolution. The results for the dynamics in different zones are represented as a network where nodes define segments of the system Metrobús and edges describe similarity in the activity of vehicles. Community detection algorithms in this network allow the identification of patterns considering different levels of similarity in the distribution of speeds providing a framework for unsupervised classification of the movement of vehicles. The methods developed in this research are general and can be implemented to describe the activity of different transportation systems with detailed records of the movement of users or vehicles. |
format | Online Article Text |
id | pubmed-8742109 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-87421092022-01-11 Activity of vehicles in the bus rapid transit system Metrobús in Mexico City Martínez-González, Jaspe U. Riascos, Alejandro P. Sci Rep Article In this paper, we analyze a massive dataset with registers of the movement of vehicles in the bus rapid transit system Metrobús in Mexico City from February 2020 to April 2021. With these records and a division of the system into 214 geographical regions (segments), we characterize the vehicles’ activity through the statistical analysis of speeds in each zone. We use the Kullback–Leibler distance to compare the movement of vehicles in each segment and its evolution. The results for the dynamics in different zones are represented as a network where nodes define segments of the system Metrobús and edges describe similarity in the activity of vehicles. Community detection algorithms in this network allow the identification of patterns considering different levels of similarity in the distribution of speeds providing a framework for unsupervised classification of the movement of vehicles. The methods developed in this research are general and can be implemented to describe the activity of different transportation systems with detailed records of the movement of users or vehicles. Nature Publishing Group UK 2022-01-07 /pmc/articles/PMC8742109/ /pubmed/34997045 http://dx.doi.org/10.1038/s41598-021-04037-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Martínez-González, Jaspe U. Riascos, Alejandro P. Activity of vehicles in the bus rapid transit system Metrobús in Mexico City |
title | Activity of vehicles in the bus rapid transit system Metrobús in Mexico City |
title_full | Activity of vehicles in the bus rapid transit system Metrobús in Mexico City |
title_fullStr | Activity of vehicles in the bus rapid transit system Metrobús in Mexico City |
title_full_unstemmed | Activity of vehicles in the bus rapid transit system Metrobús in Mexico City |
title_short | Activity of vehicles in the bus rapid transit system Metrobús in Mexico City |
title_sort | activity of vehicles in the bus rapid transit system metrobús in mexico city |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8742109/ https://www.ncbi.nlm.nih.gov/pubmed/34997045 http://dx.doi.org/10.1038/s41598-021-04037-6 |
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