Q-light: Q-learning enabled VLC network routing

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dc.catalogadorpva
dc.contributor.authorKurunathan, Harrison
dc.contributor.authorRobles, Ramiro
dc.contributor.authorGutiérrez Gaitán, Miguel José
dc.contributor.authorRavichandran, Indhumathi
dc.contributor.authorTovar, Eduardo
dc.date.accessioned2025-01-29T16:27:22Z
dc.date.available2025-01-29T16:27:22Z
dc.date.issued2024
dc.description.abstractVisible Light Communication (VLC) is an emerging technology that uses light sources such as light-emitting diodes (LEDs) and lasers for data transmission. This is enabled by the IEEE 802.15.7 protocol, which supports deterministic communication through its guaranteed timeslot mechanism. VLC networks provide several advantages in terms of high bandwidth, security, and immunity to electromagnetic interference. Most of the works in VLC are centred around point-to-point communication and do not necessarily provide emphasis on the challenges due to blockage, deafness, or hidden node problems. In this work, we present a machine learning (ML)-optimized routing protocol (Q Light) that improves network throughput and reliability through the selection of efficient routes for the IEEE 802.15.7 protocol.
dc.fechaingreso.objetodigital2025-01-29
dc.format.extent6 páginas
dc.fuente.origenORCID
dc.identifier.doi10.1145/3691555.3696830
dc.identifier.isbn979-8-4007-1247-0
dc.identifier.urihttps://doi.org/10.1145/3691555.3696830
dc.identifier.urihttps://repositorio.uc.cl/handle/11534/102083
dc.information.autorucEscuela de Ingeniería; Gutiérrez Gaitán, Miguel José; 0000-0002-3307-8731; 1352133
dc.language.isoen
dc.nota.accesocontenido completo
dc.pagina.final36
dc.pagina.inicio31
dc.publisherACM
dc.relation.ispartofMobiArch '24: Proceedings of the 19th Workshop on Mobility in the Evolving Internet Architecture
dc.rightsacceso abierto
dc.rights.licenseAttribution 4.0 International
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectVisible light communication
dc.subjectQ-learning
dc.subjectIEEE 802.15.7
dc.subjectNetwork routing
dc.subject.ddc620
dc.subject.deweyIngenieríaes_ES
dc.titleQ-light: Q-learning enabled VLC network routing
dc.typecomunicación de congreso
sipa.codpersvinculados1352133
sipa.trazabilidadORCID;2025-01-27
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