DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kim, Jeongseop | ko |
dc.contributor.author | Hwang, Ganguk | ko |
dc.date.accessioned | 2020-01-07T08:20:27Z | - |
dc.date.available | 2020-01-07T08:20:27Z | - |
dc.date.created | 2020-01-07 | - |
dc.date.issued | 2019-12 | - |
dc.identifier.citation | IEEE COMMUNICATIONS LETTERS, v.23, no.12, pp.2330 - 2334 | - |
dc.identifier.issn | 1089-7798 | - |
dc.identifier.uri | http://hdl.handle.net/10203/270951 | - |
dc.description.abstract | In 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.language | English | - |
dc.publisher | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC | - |
dc.title | Prediction Based Efficient Online Bandwidth Allocation Method | - |
dc.type | Article | - |
dc.identifier.wosid | 000502784300041 | - |
dc.identifier.scopusid | 2-s2.0-85076916311 | - |
dc.type.rims | ART | - |
dc.citation.volume | 23 | - |
dc.citation.issue | 12 | - |
dc.citation.beginningpage | 2330 | - |
dc.citation.endingpage | 2334 | - |
dc.citation.publicationname | IEEE COMMUNICATIONS LETTERS | - |
dc.identifier.doi | 10.1109/LCOMM.2019.2947895 | - |
dc.contributor.localauthor | Hwang, Ganguk | - |
dc.contributor.nonIdAuthor | Kim, Jeongseop | - |
dc.description.isOpenAccess | N | - |
dc.type.journalArticle | Article | - |
dc.subject.keywordAuthor | Bandwidth | - |
dc.subject.keywordAuthor | Quality of service | - |
dc.subject.keywordAuthor | Channel allocation | - |
dc.subject.keywordAuthor | Ground penetrating radar | - |
dc.subject.keywordAuthor | Queueing analysis | - |
dc.subject.keywordAuthor | Prediction algorithms | - |
dc.subject.keywordAuthor | Gaussian processes | - |
dc.subject.keywordAuthor | Traffic prediction | - |
dc.subject.keywordAuthor | adaptive bandwidth allocation | - |
dc.subject.keywordAuthor | Gaussian process regression | - |
dc.subject.keywordAuthor | large-buffer asymptotics | - |
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