Cargando…
Human mobility in bike-sharing systems: Structure of local and non-local dynamics
The understanding of human mobility patterns in different transportation modes is an interdisciplinary research field with a direct impact in aspects as varied as urban planning, traffic optimization, sustainability, the reduction of operating costs as well as the mitigation of pollution in urban ar...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6402762/ https://www.ncbi.nlm.nih.gov/pubmed/30840674 http://dx.doi.org/10.1371/journal.pone.0213106 |
_version_ | 1783400469971861504 |
---|---|
author | Loaiza-Monsalve, D. Riascos, A. P. |
author_facet | Loaiza-Monsalve, D. Riascos, A. P. |
author_sort | Loaiza-Monsalve, D. |
collection | PubMed |
description | The understanding of human mobility patterns in different transportation modes is an interdisciplinary research field with a direct impact in aspects as varied as urban planning, traffic optimization, sustainability, the reduction of operating costs as well as the mitigation of pollution in urban areas. In this paper, we study the global activity of users in bike-sharing systems operating in the cities of Chicago and New York. For this transportation mode, we explore the temporal and spatial characteristics of the mobility of cyclists. In particular, through the analysis of origin-destination matrices, we characterize the spatial structure of the displacements of users. We apply a mobility model for the global activity of the system that classifies the displacements between stations in local and non-local transitions. In local transitions, cyclists move in a region around each station whereas, in the non-local case, bike users travel with long-range displacements in a similar way to Lévy flights. We reproduce the spatial dynamics by using Monte Carlo simulations. The obtained results are similar to the observed in real data and reveal that the model implemented captures important characteristics of the global spatial dynamics in the systems analyzed. |
format | Online Article Text |
id | pubmed-6402762 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-64027622019-03-17 Human mobility in bike-sharing systems: Structure of local and non-local dynamics Loaiza-Monsalve, D. Riascos, A. P. PLoS One Research Article The understanding of human mobility patterns in different transportation modes is an interdisciplinary research field with a direct impact in aspects as varied as urban planning, traffic optimization, sustainability, the reduction of operating costs as well as the mitigation of pollution in urban areas. In this paper, we study the global activity of users in bike-sharing systems operating in the cities of Chicago and New York. For this transportation mode, we explore the temporal and spatial characteristics of the mobility of cyclists. In particular, through the analysis of origin-destination matrices, we characterize the spatial structure of the displacements of users. We apply a mobility model for the global activity of the system that classifies the displacements between stations in local and non-local transitions. In local transitions, cyclists move in a region around each station whereas, in the non-local case, bike users travel with long-range displacements in a similar way to Lévy flights. We reproduce the spatial dynamics by using Monte Carlo simulations. The obtained results are similar to the observed in real data and reveal that the model implemented captures important characteristics of the global spatial dynamics in the systems analyzed. Public Library of Science 2019-03-06 /pmc/articles/PMC6402762/ /pubmed/30840674 http://dx.doi.org/10.1371/journal.pone.0213106 Text en © 2019 Loaiza-Monsalve, Riascos 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 Loaiza-Monsalve, D. Riascos, A. P. Human mobility in bike-sharing systems: Structure of local and non-local dynamics |
title | Human mobility in bike-sharing systems: Structure of local and non-local dynamics |
title_full | Human mobility in bike-sharing systems: Structure of local and non-local dynamics |
title_fullStr | Human mobility in bike-sharing systems: Structure of local and non-local dynamics |
title_full_unstemmed | Human mobility in bike-sharing systems: Structure of local and non-local dynamics |
title_short | Human mobility in bike-sharing systems: Structure of local and non-local dynamics |
title_sort | human mobility in bike-sharing systems: structure of local and non-local dynamics |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6402762/ https://www.ncbi.nlm.nih.gov/pubmed/30840674 http://dx.doi.org/10.1371/journal.pone.0213106 |
work_keys_str_mv | AT loaizamonsalved humanmobilityinbikesharingsystemsstructureoflocalandnonlocaldynamics AT riascosap humanmobilityinbikesharingsystemsstructureoflocalandnonlocaldynamics |