A simulation assessment of shockwave detection and damping algorithms based on magnetometers and probe vehicle data

dc.contributor.authorGarriga Porqueras, Albert
dc.contributor.authorLinares Herreros, María Paz
dc.contributor.authorCasanovas Garcia, Josep
dc.contributor.groupUniversitat Politècnica de Catalunya. IMP - Information Modeling and Processing
dc.contributor.otherFacultat d'Informàtica de Barcelona
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Estadística i Investigació Operativa
dc.contributor.otherBarcelona Supercomputing Center
dc.date.accessioned2021-03-10T11:55:15Z
dc.date.available2021-03-10T11:55:15Z
dc.date.issued2021
dc.description.abstractNowadays, connected cars are uncommon on our streets, but their percentage is expected to grow uninterruptedly. These devices would provide a lot of data in real-time that can be used for road operators to improve the traffic. This research is focused on one of these applications, which is shockwave damping on freeways. This work evaluates two shockwave detection methods that use probe vehicle data and fixed sensors data and one mitigation algorithm that uses variable speed limits to resolve shockwaves. This paper analyses through microscopic traffic simulation the performance of the selected algorithms and how their parameters affect them in several scenarios. Also, the effect of the penetration rate of probe vehicle data is evaluated. Finally, the best algorithm with the best parameters configuration is applied to a realistic model of the AP7 freeway in Girona (Spain). The obtained results show that the algorithms applied greatly reduce the total travel time in this network.
dc.description.peerreviewedPeer Reviewed
dc.description.sponsorshipThis research was funded by Secretaria d’Universitats i Recerca de la Generalitat de Catalunya (2017-SGR-1749).
dc.description.versionPostprint (published version)
dc.format.extent8 p.
dc.identifier.citationGarriga, A.; Linares, M.P.; Casanovas, J. A simulation assessment of shockwave detection and damping algorithms based on magnetometers and probe vehicle data. "Transportation research procedia", 2021, vol. 52, p. 621-628.
dc.identifier.doi10.1016/j.trpro.2021.01.074
dc.identifier.issn2352-1457
dc.identifier.urihttps://hdl.handle.net/2117/341392
dc.language.isoeng
dc.publisherElsevier
dc.relation.projectidinfo:eu-repo/grantAgreement/AGAUR/2017 SGR 1749
dc.relation.publisherversionhttps://www.sciencedirect.com/science/article/pii/S2352146521001204
dc.rights.accessOpen Access
dc.rights.licensenameAttribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subjectÀrees temàtiques de la UPC::Enginyeria civil::Infraestructures i modelització dels transports::Transport per carretera
dc.subjectÀrees temàtiques de la UPC::Informàtica::Aplicacions de la informàtica
dc.subject.lcshTraffic flow -- Mathematical models
dc.subject.lemacCirculació -- Models matemàtics
dc.subject.otherShockwave detection
dc.subject.otherShockwave damping
dc.subject.otherProbe vehicle data
dc.subject.otherFloating car data
dc.subject.otherVariable speed limits
dc.subject.otherTraffic simulation
dc.titleA simulation assessment of shockwave detection and damping algorithms based on magnetometers and probe vehicle data
dc.typeArticle
dspace.entity.typePublication
local.citation.authorGarriga, A.; Linares, M. P.; Casanovas, J.
local.citation.endingPage628
local.citation.publicationNameTransportation research procedia
local.citation.startingPage621
local.citation.volume52
local.identifier.drac30737035

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