Prediction Based Efficient Online Bandwidth Allocation Method

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dc.contributor.authorKim, Jeongseopko
dc.contributor.authorHwang, Gangukko
dc.date.accessioned2020-01-07T08:20:27Z-
dc.date.available2020-01-07T08:20:27Z-
dc.date.created2020-01-07-
dc.date.issued2019-12-
dc.identifier.citationIEEE COMMUNICATIONS LETTERS, v.23, no.12, pp.2330 - 2334-
dc.identifier.issn1089-7798-
dc.identifier.urihttp://hdl.handle.net/10203/270951-
dc.description.abstractIn this letter, we propose an efficient online bandwidth allocation method based on Gaussian process regression (GPR) in order to guarantee given quality of service (QoS) requirement and to prevent a waste of resources. To this end, we analyze large-buffer asymptotics for Gaussian queues including non-stationary input processes, and derive the necessary bandwidth to meet the requirement. Our experimental results demonstrate the proposed method satisfies the QoS requirement for both synthetic traffic and real-world traffic. We also show that the proposed algorithm performs better than the existing algorithm in terms of resource efficiency.-
dc.languageEnglish-
dc.publisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC-
dc.titlePrediction Based Efficient Online Bandwidth Allocation Method-
dc.typeArticle-
dc.identifier.wosid000502784300041-
dc.identifier.scopusid2-s2.0-85076916311-
dc.type.rimsART-
dc.citation.volume23-
dc.citation.issue12-
dc.citation.beginningpage2330-
dc.citation.endingpage2334-
dc.citation.publicationnameIEEE COMMUNICATIONS LETTERS-
dc.identifier.doi10.1109/LCOMM.2019.2947895-
dc.contributor.localauthorHwang, Ganguk-
dc.contributor.nonIdAuthorKim, Jeongseop-
dc.description.isOpenAccessN-
dc.type.journalArticleArticle-
dc.subject.keywordAuthorBandwidth-
dc.subject.keywordAuthorQuality of service-
dc.subject.keywordAuthorChannel allocation-
dc.subject.keywordAuthorGround penetrating radar-
dc.subject.keywordAuthorQueueing analysis-
dc.subject.keywordAuthorPrediction algorithms-
dc.subject.keywordAuthorGaussian processes-
dc.subject.keywordAuthorTraffic prediction-
dc.subject.keywordAuthoradaptive bandwidth allocation-
dc.subject.keywordAuthorGaussian process regression-
dc.subject.keywordAuthorlarge-buffer asymptotics-
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