A Reinforcement Learning-Based Distributed Control Scheme for Cooperative Intersection Traffic Control

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dc.contributor.authorGuzman, Jose A.
dc.contributor.authorPizarro, German
dc.contributor.authorNunez, Felipe
dc.date.accessioned2025-01-20T20:10:10Z
dc.date.available2025-01-20T20:10:10Z
dc.date.issued2023
dc.description.abstractTraffic congestion is a major source of discomfort and economic losses in urban environments. Recently, the proliferation of traffic detectors and the advances in algorithms to efficiently process data have enabled taking a data-driven approach to mitigate congestion. In this context, this work proposes a reinforcement learning (RL) based distributed control scheme that exploits cooperation among intersections. Specifically, a RL controller is synthesized, which manipulates traffic signals using information from neighboring intersections in the form of an embedding obtained from a traffic prediction application. Simulation results using SUMO show that the proposed scheme outperforms classical techniques in terms of waiting time and other key performance indices.
dc.fuente.origenWOS
dc.identifier.doi10.1109/ACCESS.2023.3283218
dc.identifier.issn2169-3536
dc.identifier.urihttps://doi.org/10.1109/ACCESS.2023.3283218
dc.identifier.urihttps://repositorio.uc.cl/handle/11534/92049
dc.identifier.wosidWOS:001010620200001
dc.language.isoen
dc.pagina.final57045
dc.pagina.inicio57037
dc.revistaIeee access
dc.rightsacceso restringido
dc.subjectPredictive models
dc.subjectDetectors
dc.subjectReal-time systems
dc.subjectData models
dc.subjectUrban areas
dc.subjectGraph neural networks
dc.subjectDecentralized control
dc.subjectReinforcement learning
dc.subjectcyber-physical systems
dc.subjectintersection control
dc.subjectdistributed control
dc.subject.ods11 Sustainable Cities and Communities
dc.subject.odspa11 Ciudades y comunidades sostenibles
dc.titleA Reinforcement Learning-Based Distributed Control Scheme for Cooperative Intersection Traffic Control
dc.typeartículo
dc.volumen11
sipa.indexWOS
sipa.trazabilidadWOS;2025-01-12
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