Characterization of vehicle behavior with information theory

Autores
Aquino, Andre L. L.; Cavalcante, Tamer S. G.; Almeida, Eliana S.; Frery, Alejandro César; Rosso, Osvaldo Aníbal
Año de publicación
2015
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
This work proposes the use of Information Theory for the characterization of vehicles behavior through their velocities. Three public data sets were used: (i) Mobile Century data set collected on Highway I-880, near Union City, California; (ii) Borlänge GPS data set collected in the Swedish city of Borlänge; and (iii) Beijing taxicabs data set collected in Beijing, China, where each vehicle speed is stored as a time series. The Bandt-Pompe methodology combined with the Complexity-Entropy plane were used to identify different regimes and behaviors. The global velocity is compatible with a correlated noise with f − k Power Spectrum with k ≥ 0. With this we identify traffic behaviors as, for instance, random velocities (k ≃ 0) when there is congestion, and more correlated velocities (k ≃ 3) in the presence of free traffic flow.
Fil: Aquino, Andre L. L.. Universidade Federal de Alagoas; Brasil
Fil: Cavalcante, Tamer S. G.. Universidade Federal de Alagoas; Brasil
Fil: Almeida, Eliana S.. Universidade Federal de Alagoas; Brasil
Fil: Frery, Alejandro César. Universidade Federal de Alagoas; Brasil
Fil: Rosso, Osvaldo Aníbal. Universidade Federal de Alagoas; Brasil. Instituto Tecnológico de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
Materia
Vehicle Behavior
Velocity
Information Theory
Entropy-Complexty Plane
Nivel de accesibilidad
acceso abierto
Condiciones de uso
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
Repositorio
CONICET Digital (CONICET)
Institución
Consejo Nacional de Investigaciones Científicas y Técnicas
OAI Identificador
oai:ri.conicet.gov.ar:11336/42054
Acceder
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oai_identifier_str oai:ri.conicet.gov.ar:11336/42054
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network_name_str CONICET Digital (CONICET)
spelling Characterization of vehicle behavior with information theoryAquino, Andre L. L.Cavalcante, Tamer S. G.Almeida, Eliana S.Frery, Alejandro CésarRosso, Osvaldo AníbalVehicle BehaviorVelocityInformation TheoryEntropy-Complexty Planehttps://purl.org/becyt/ford/1.3https://purl.org/becyt/ford/1This work proposes the use of Information Theory for the characterization of vehicles behavior through their velocities. Three public data sets were used: (i) Mobile Century data set collected on Highway I-880, near Union City, California; (ii) Borlänge GPS data set collected in the Swedish city of Borlänge; and (iii) Beijing taxicabs data set collected in Beijing, China, where each vehicle speed is stored as a time series. The Bandt-Pompe methodology combined with the Complexity-Entropy plane were used to identify different regimes and behaviors. The global velocity is compatible with a correlated noise with f − k Power Spectrum with k ≥ 0. With this we identify traffic behaviors as, for instance, random velocities (k ≃ 0) when there is congestion, and more correlated velocities (k ≃ 3) in the presence of free traffic flow.Fil: Aquino, Andre L. L.. Universidade Federal de Alagoas; BrasilFil: Cavalcante, Tamer S. G.. Universidade Federal de Alagoas; BrasilFil: Almeida, Eliana S.. Universidade Federal de Alagoas; BrasilFil: Frery, Alejandro César. Universidade Federal de Alagoas; BrasilFil: Rosso, Osvaldo Aníbal. Universidade Federal de Alagoas; Brasil. Instituto Tecnológico de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; ArgentinaSpringer2015-10info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/42054Aquino, Andre L. L. ; Cavalcante, Tamer S. G.; Almeida, Eliana S.; Frery, Alejandro César; Rosso, Osvaldo Aníbal; Characterization of vehicle behavior with information theory; Springer; European Physical Journal B - Condensed Matter; 85; 10-2015; 1-121434-60281434-6036CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/doi/10.1140/epjb/e2015-60384-xinfo:eu-repo/semantics/altIdentifier/url/https://link.springer.com/article/10.1140%2Fepjb%2Fe2015-60384-xinfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-11-05T10:38:59Zoai:ri.conicet.gov.ar:11336/42054instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-11-05 10:39:00.106CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Characterization of vehicle behavior with information theory
title Characterization of vehicle behavior with information theory
spellingShingle Characterization of vehicle behavior with information theory
Aquino, Andre L. L.
Vehicle Behavior
Velocity
Information Theory
Entropy-Complexty Plane
title_short Characterization of vehicle behavior with information theory
title_full Characterization of vehicle behavior with information theory
title_fullStr Characterization of vehicle behavior with information theory
title_full_unstemmed Characterization of vehicle behavior with information theory
title_sort Characterization of vehicle behavior with information theory
dc.creator.none.fl_str_mv Aquino, Andre L. L.
Cavalcante, Tamer S. G.
Almeida, Eliana S.
Frery, Alejandro César
Rosso, Osvaldo Aníbal
author Aquino, Andre L. L.
author_facet Aquino, Andre L. L.
Cavalcante, Tamer S. G.
Almeida, Eliana S.
Frery, Alejandro César
Rosso, Osvaldo Aníbal
author_role author
author2 Cavalcante, Tamer S. G.
Almeida, Eliana S.
Frery, Alejandro César
Rosso, Osvaldo Aníbal
author2_role author
author
author
author
dc.subject.none.fl_str_mv Vehicle Behavior
Velocity
Information Theory
Entropy-Complexty Plane
topic Vehicle Behavior
Velocity
Information Theory
Entropy-Complexty Plane
purl_subject.fl_str_mv https://purl.org/becyt/ford/1.3
https://purl.org/becyt/ford/1
dc.description.none.fl_txt_mv This work proposes the use of Information Theory for the characterization of vehicles behavior through their velocities. Three public data sets were used: (i) Mobile Century data set collected on Highway I-880, near Union City, California; (ii) Borlänge GPS data set collected in the Swedish city of Borlänge; and (iii) Beijing taxicabs data set collected in Beijing, China, where each vehicle speed is stored as a time series. The Bandt-Pompe methodology combined with the Complexity-Entropy plane were used to identify different regimes and behaviors. The global velocity is compatible with a correlated noise with f − k Power Spectrum with k ≥ 0. With this we identify traffic behaviors as, for instance, random velocities (k ≃ 0) when there is congestion, and more correlated velocities (k ≃ 3) in the presence of free traffic flow.
Fil: Aquino, Andre L. L.. Universidade Federal de Alagoas; Brasil
Fil: Cavalcante, Tamer S. G.. Universidade Federal de Alagoas; Brasil
Fil: Almeida, Eliana S.. Universidade Federal de Alagoas; Brasil
Fil: Frery, Alejandro César. Universidade Federal de Alagoas; Brasil
Fil: Rosso, Osvaldo Aníbal. Universidade Federal de Alagoas; Brasil. Instituto Tecnológico de Buenos Aires; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina
description This work proposes the use of Information Theory for the characterization of vehicles behavior through their velocities. Three public data sets were used: (i) Mobile Century data set collected on Highway I-880, near Union City, California; (ii) Borlänge GPS data set collected in the Swedish city of Borlänge; and (iii) Beijing taxicabs data set collected in Beijing, China, where each vehicle speed is stored as a time series. The Bandt-Pompe methodology combined with the Complexity-Entropy plane were used to identify different regimes and behaviors. The global velocity is compatible with a correlated noise with f − k Power Spectrum with k ≥ 0. With this we identify traffic behaviors as, for instance, random velocities (k ≃ 0) when there is congestion, and more correlated velocities (k ≃ 3) in the presence of free traffic flow.
publishDate 2015
dc.date.none.fl_str_mv 2015-10
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
http://purl.org/coar/resource_type/c_6501
info:ar-repo/semantics/articulo
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/11336/42054
Aquino, Andre L. L. ; Cavalcante, Tamer S. G.; Almeida, Eliana S.; Frery, Alejandro César; Rosso, Osvaldo Aníbal; Characterization of vehicle behavior with information theory; Springer; European Physical Journal B - Condensed Matter; 85; 10-2015; 1-12
1434-6028
1434-6036
CONICET Digital
CONICET
url http://hdl.handle.net/11336/42054
identifier_str_mv Aquino, Andre L. L. ; Cavalcante, Tamer S. G.; Almeida, Eliana S.; Frery, Alejandro César; Rosso, Osvaldo Aníbal; Characterization of vehicle behavior with information theory; Springer; European Physical Journal B - Condensed Matter; 85; 10-2015; 1-12
1434-6028
1434-6036
CONICET Digital
CONICET
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repo/semantics/altIdentifier/doi/10.1140/epjb/e2015-60384-x
info:eu-repo/semantics/altIdentifier/url/https://link.springer.com/article/10.1140%2Fepjb%2Fe2015-60384-x
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
eu_rights_str_mv openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.publisher.none.fl_str_mv Springer
publisher.none.fl_str_mv Springer
dc.source.none.fl_str_mv reponame:CONICET Digital (CONICET)
instname:Consejo Nacional de Investigaciones Científicas y Técnicas
reponame_str CONICET Digital (CONICET)
collection CONICET Digital (CONICET)
instname_str Consejo Nacional de Investigaciones Científicas y Técnicas
repository.name.fl_str_mv CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas
repository.mail.fl_str_mv dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar
_version_ 1847978085124669440
score 13.087074

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