Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II

Detalhes bibliográficos
Autor(a) principal: Amadio, A.
Data de Publicação: 2018
Outros Autores: Nicuesa, F., Otero, D., Galetti, D. [UNESP], Mizrahi, S. S.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.physa.2018.06.017
http://hdl.handle.net/11449/176479
Resumo: In this second part of our research we used the models presented in Modeling vehicular traffic networks. Part I (Otero et al., 2018) to perform an analysis of the urban traffic as recorded by cameras distributed in a chosen sector of Tigre, a city localized in the province of Buenos Aires, Argentina. We found that the circulation of vehicles – the traffic dynamics –, along a whole day, can be described by a hybrid model that is an adapted blend of model 2, for an open linear system, with model 3, which is nonlinear, developed in Part I. The objectives of this work were, firstly, to verify whether the vehicular flux can be modeled as an n-step stochastic process for its evolution, n for the time. Secondly, to find out if the model, with its parameters fixed to describe the traffic of a single day, may adequately describe the traffic in other days. Thirdly, to propose changes in the already established set of the urban traffic rules in order to optimize the vehicular flow and to diminish the average time that a vehicle stays idle at the semaphores. We estimate that the goals were achieved satisfactorily within the margins of the experimental errors of the collected data.
id UNSP_9257436fe93d3236eb44986a865bc69b
oai_identifier_str oai:repositorio.unesp.br:11449/176479
network_acronym_str UNSP
network_name_str Repositório Institucional da UNESP
repository_id_str 2946
spelling Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part IIData analysisHybrid modelStochastic processUrban trafficIn this second part of our research we used the models presented in Modeling vehicular traffic networks. Part I (Otero et al., 2018) to perform an analysis of the urban traffic as recorded by cameras distributed in a chosen sector of Tigre, a city localized in the province of Buenos Aires, Argentina. We found that the circulation of vehicles – the traffic dynamics –, along a whole day, can be described by a hybrid model that is an adapted blend of model 2, for an open linear system, with model 3, which is nonlinear, developed in Part I. The objectives of this work were, firstly, to verify whether the vehicular flux can be modeled as an n-step stochastic process for its evolution, n for the time. Secondly, to find out if the model, with its parameters fixed to describe the traffic of a single day, may adequately describe the traffic in other days. Thirdly, to propose changes in the already established set of the urban traffic rules in order to optimize the vehicular flow and to diminish the average time that a vehicle stays idle at the semaphores. We estimate that the goals were achieved satisfactorily within the margins of the experimental errors of the collected data.Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)Facultad Regional General Pacheco Universidad Técnica Nacional (UTN)Instituto de Física Teórica Universidade Estadual Paulista (UNESP)Departamento de Física CCET Universidade Federal de São Carlos (UFSCar)Instituto de Física Teórica Universidade Estadual Paulista (UNESP)Universidad Técnica Nacional (UTN)Universidade Estadual Paulista (Unesp)Universidade Federal de São Carlos (UFSCar)Amadio, A.Nicuesa, F.Otero, D.Galetti, D. [UNESP]Mizrahi, S. S.2018-12-11T17:20:57Z2018-12-11T17:20:57Z2018-11-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article469-478application/pdfhttp://dx.doi.org/10.1016/j.physa.2018.06.017Physica A: Statistical Mechanics and its Applications, v. 509, p. 469-478.0378-4371http://hdl.handle.net/11449/17647910.1016/j.physa.2018.06.0172-s2.0-850487904852-s2.0-85048790485.pdfScopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengPhysica A: Statistical Mechanics and its Applications0,773info:eu-repo/semantics/openAccess2023-11-18T06:15:31Zoai:repositorio.unesp.br:11449/176479Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T18:04:46.941276Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
title Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
spellingShingle Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
Amadio, A.
Data analysis
Hybrid model
Stochastic process
Urban traffic
title_short Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
title_full Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
title_fullStr Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
title_full_unstemmed Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
title_sort Urban vehicular traffic: Fitting the data with a hybrid stochastic model. Part II
author Amadio, A.
author_facet Amadio, A.
Nicuesa, F.
Otero, D.
Galetti, D. [UNESP]
Mizrahi, S. S.
author_role author
author2 Nicuesa, F.
Otero, D.
Galetti, D. [UNESP]
Mizrahi, S. S.
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Universidad Técnica Nacional (UTN)
Universidade Estadual Paulista (Unesp)
Universidade Federal de São Carlos (UFSCar)
dc.contributor.author.fl_str_mv Amadio, A.
Nicuesa, F.
Otero, D.
Galetti, D. [UNESP]
Mizrahi, S. S.
dc.subject.por.fl_str_mv Data analysis
Hybrid model
Stochastic process
Urban traffic
topic Data analysis
Hybrid model
Stochastic process
Urban traffic
description In this second part of our research we used the models presented in Modeling vehicular traffic networks. Part I (Otero et al., 2018) to perform an analysis of the urban traffic as recorded by cameras distributed in a chosen sector of Tigre, a city localized in the province of Buenos Aires, Argentina. We found that the circulation of vehicles – the traffic dynamics –, along a whole day, can be described by a hybrid model that is an adapted blend of model 2, for an open linear system, with model 3, which is nonlinear, developed in Part I. The objectives of this work were, firstly, to verify whether the vehicular flux can be modeled as an n-step stochastic process for its evolution, n for the time. Secondly, to find out if the model, with its parameters fixed to describe the traffic of a single day, may adequately describe the traffic in other days. Thirdly, to propose changes in the already established set of the urban traffic rules in order to optimize the vehicular flow and to diminish the average time that a vehicle stays idle at the semaphores. We estimate that the goals were achieved satisfactorily within the margins of the experimental errors of the collected data.
publishDate 2018
dc.date.none.fl_str_mv 2018-12-11T17:20:57Z
2018-12-11T17:20:57Z
2018-11-01
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1016/j.physa.2018.06.017
Physica A: Statistical Mechanics and its Applications, v. 509, p. 469-478.
0378-4371
http://hdl.handle.net/11449/176479
10.1016/j.physa.2018.06.017
2-s2.0-85048790485
2-s2.0-85048790485.pdf
url http://dx.doi.org/10.1016/j.physa.2018.06.017
http://hdl.handle.net/11449/176479
identifier_str_mv Physica A: Statistical Mechanics and its Applications, v. 509, p. 469-478.
0378-4371
10.1016/j.physa.2018.06.017
2-s2.0-85048790485
2-s2.0-85048790485.pdf
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Physica A: Statistical Mechanics and its Applications
0,773
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 469-478
application/pdf
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
_version_ 1808128891608367104