Finding manoeuvre motifs in vehicle telematics

Detalhes bibliográficos
Autor(a) principal: Silva, Maria Ines
Data de Publicação: 2020
Outros Autores: Henriques, Roberto
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10362/92989
Resumo: Silva, M. I., & Henriques, R. (2020). Finding manoeuvre motifs in vehicle telematics. Accident Analysis and Prevention, 138(April), [105467]. https://doi.org/10.1016/j.aap.2020.105467
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spelling Finding manoeuvre motifs in vehicle telematicsAccelerationDetectionDriving performanceExtended Motif DiscoveryRoad safetySensorsHuman Factors and ErgonomicsSafety, Risk, Reliability and QualityPublic Health, Environmental and Occupational HealthSDG 3 - Good Health and Well-beingSilva, M. I., & Henriques, R. (2020). Finding manoeuvre motifs in vehicle telematics. Accident Analysis and Prevention, 138(April), [105467]. https://doi.org/10.1016/j.aap.2020.105467Driving behaviour has a great impact on road safety. A popular way of analysing driving behaviour is to move the focus to the manoeuvres as they give useful information about the driver who is performing them. In this paper, we investigate a new way of identifying manoeuvres from vehicle telematics data, through motif detection in time-series. We implement a modified version of the Extended Motif Discovery (EMD) algorithm, a classical variable-length motif detection algorithm for time-series and we applied it to the UAH-DriveSet, a publicly available naturalistic driving dataset. After a systematic exploration of the extracted motifs, we were able to conclude that the EMD algorithm was not only capable of extracting simple manoeuvres such as accelerations, brakes and curves, but also more complex manoeuvres, such as lane changes and overtaking manoeuvres, which validates motif discovery as a worthwhile line for future research.NOVA Information Management School (NOVA IMS)Information Management Research Center (MagIC) - NOVA Information Management SchoolRUNSilva, Maria InesHenriques, Roberto2024-02-03T01:32:10Z2020-04-012020-04-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article7application/pdfhttp://hdl.handle.net/10362/92989eng0001-4575PURE: 16900100https://doi.org/10.1016/j.aap.2020.105467info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T04:41:30Zoai:run.unl.pt:10362/92989Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:37:39.183538Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Finding manoeuvre motifs in vehicle telematics
title Finding manoeuvre motifs in vehicle telematics
spellingShingle Finding manoeuvre motifs in vehicle telematics
Silva, Maria Ines
Acceleration
Detection
Driving performance
Extended Motif Discovery
Road safety
Sensors
Human Factors and Ergonomics
Safety, Risk, Reliability and Quality
Public Health, Environmental and Occupational Health
SDG 3 - Good Health and Well-being
title_short Finding manoeuvre motifs in vehicle telematics
title_full Finding manoeuvre motifs in vehicle telematics
title_fullStr Finding manoeuvre motifs in vehicle telematics
title_full_unstemmed Finding manoeuvre motifs in vehicle telematics
title_sort Finding manoeuvre motifs in vehicle telematics
author Silva, Maria Ines
author_facet Silva, Maria Ines
Henriques, Roberto
author_role author
author2 Henriques, Roberto
author2_role author
dc.contributor.none.fl_str_mv NOVA Information Management School (NOVA IMS)
Information Management Research Center (MagIC) - NOVA Information Management School
RUN
dc.contributor.author.fl_str_mv Silva, Maria Ines
Henriques, Roberto
dc.subject.por.fl_str_mv Acceleration
Detection
Driving performance
Extended Motif Discovery
Road safety
Sensors
Human Factors and Ergonomics
Safety, Risk, Reliability and Quality
Public Health, Environmental and Occupational Health
SDG 3 - Good Health and Well-being
topic Acceleration
Detection
Driving performance
Extended Motif Discovery
Road safety
Sensors
Human Factors and Ergonomics
Safety, Risk, Reliability and Quality
Public Health, Environmental and Occupational Health
SDG 3 - Good Health and Well-being
description Silva, M. I., & Henriques, R. (2020). Finding manoeuvre motifs in vehicle telematics. Accident Analysis and Prevention, 138(April), [105467]. https://doi.org/10.1016/j.aap.2020.105467
publishDate 2020
dc.date.none.fl_str_mv 2020-04-01
2020-04-01T00:00:00Z
2024-02-03T01:32:10Z
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://hdl.handle.net/10362/92989
url http://hdl.handle.net/10362/92989
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0001-4575
PURE: 16900100
https://doi.org/10.1016/j.aap.2020.105467
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 7
application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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