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dc.contributor.authorKosunalp S.
dc.contributor.authorMitchell P.D.
dc.contributor.authorGrace D.
dc.contributor.authorClarke T.
dc.date.accessioned20.04.201910:49:12
dc.date.accessioned2019-04-20T21:43:30Z
dc.date.available20.04.201910:49:12
dc.date.available2019-04-20T21:43:30Z
dc.date.issued2016
dc.identifier.issn1225-6463
dc.identifier.urihttps://dx.doi.org/10.4218/etrij.16.0115.1030
dc.identifier.urihttps://hdl.handle.net/20.500.12403/582
dc.description.abstractThis paper presents the description, practical implementation, and stability analysis of a recently proposed, energy-efficient, medium access control protocol for wireless sensor networks, ALOHA-Q, which employs a reinforcement-learning framework as an intelligent transmission strategy. The channel performance is evaluated through a simulation and experiments conducted using a real-world test-bed. The stability of the system against possible changes in the environment and changing channel conditions is studied with a discussion on the resilience level of the system. A Markov model is derived to represent the system behavior and estimate the time in which the system loses its operation. A novel scheme is also proposed to protect the lifetime of the system when the environment and channel conditions do not sufficiently maintain the system operation. © 2016 ETRI.en_US
dc.language.isoengen_US
dc.publisherETRI
dc.relation.isversionof10.4218/etrij.16.0115.1030
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectMedium access control
dc.subjectQ-learning
dc.subjectResilience level
dc.subjectWireless sensor networks
dc.subjectAccess control
dc.subjectEnergy efficiency
dc.subjectMarkov processes
dc.subjectMedium access control
dc.subjectReinforcement learning
dc.subjectSystem stability
dc.subjectTelecommunication networks
dc.subjectChannel conditions
dc.subjectEnergy efficient
dc.subjectMedium access control protocols
dc.subjectQ-learning
dc.subjectReal-world tests
dc.subjectResilience level
dc.subjectStability analysis
dc.subjectTransmission strategies
dc.subjectWireless sensor networks
dc.subjectMedium access control
dc.subjectQ-learning
dc.subjectResilience level
dc.subjectWireless sensor networks
dc.subjectAccess control
dc.subjectEnergy efficiency
dc.subjectMarkov processes
dc.subjectMedium access control
dc.subjectReinforcement learning
dc.subjectSystem stability
dc.subjectTelecommunication networks
dc.subjectChannel conditions
dc.subjectEnergy efficient
dc.subjectMedium access control protocols
dc.subjectQ-learning
dc.subjectReal-world tests
dc.subjectResilience level
dc.subjectStability analysis
dc.subjectTransmission strategies
dc.subjectWireless sensor networks
dc.titlePractical implementation and stability analysis of ALOHA-Q for wireless sensor networksen_US
dc.typearticleen_US
dc.relation.journalETRI Journalen_US
dc.contributor.departmentBayburt Universityen_US
dc.contributor.authorID36975673200
dc.contributor.authorID34571564500
dc.contributor.authorID7004927899
dc.contributor.authorID7202915655
dc.identifier.volume38
dc.identifier.issue5
dc.identifier.startpage911
dc.identifier.endpage921
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US


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