Hit Ratio and Content Quality Tradeoff for Adaptive Bitrate Streaming in Edge Caching Systems
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Dao, Nhu-Ngoc | - |
dc.contributor.author | Ngo, Duy Trong | - |
dc.contributor.author | Dinh, Ngoc-Thanh | - |
dc.contributor.author | Phan, Trung V. | - |
dc.contributor.author | Vo, Nam D. | - |
dc.contributor.author | Cho, Sungrae | - |
dc.contributor.author | Braun, Torsten | - |
dc.date.accessioned | 2022-01-13T04:40:03Z | - |
dc.date.available | 2022-01-13T04:40:03Z | - |
dc.date.created | 2022-01-13 | - |
dc.date.issued | 2021-12 | - |
dc.identifier.issn | 1932-8184 | - |
dc.identifier.uri | http://scholarworks.bwise.kr/ssu/handle/2018.sw.ssu/41667 | - |
dc.description.abstract | This paper addresses the tradeoff problem between hit ratio and content quality in edge caching systems for multiuser adaptive bitrate streaming (ABS) services. A dynamic policy for cache decision and quality level selection for each ABS content during every cache cycle is proposed. Achieving this policy is NP-complete. For this, the considered problem is transformed into a nested multidimensional 0/1 knapsack optimization problem which is then resolved by a cooperative transfer learning-accelerated genetic algorithm. Performance evaluation demonstrates an adaptation of the proposed algorithm on various video stream popularity models in terms of algorithmic convergence and cache balancing. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC | - |
dc.relation.isPartOf | IEEE SYSTEMS JOURNAL | - |
dc.title | Hit Ratio and Content Quality Tradeoff for Adaptive Bitrate Streaming in Edge Caching Systems | - |
dc.type | Article | - |
dc.identifier.doi | 10.1109/JSYST.2020.3019035 | - |
dc.type.rims | ART | - |
dc.identifier.bibliographicCitation | IEEE SYSTEMS JOURNAL, v.15, no.4, pp.5094 - 5097 | - |
dc.description.journalClass | 1 | - |
dc.identifier.wosid | 000728931100043 | - |
dc.identifier.scopusid | 2-s2.0-85121703360 | - |
dc.citation.endPage | 5097 | - |
dc.citation.number | 4 | - |
dc.citation.startPage | 5094 | - |
dc.citation.title | IEEE SYSTEMS JOURNAL | - |
dc.citation.volume | 15 | - |
dc.contributor.affiliatedAuthor | Dinh, Ngoc-Thanh | - |
dc.type.docType | Article | - |
dc.description.isOpenAccess | N | - |
dc.subject.keywordAuthor | Bit rate | - |
dc.subject.keywordAuthor | Servers | - |
dc.subject.keywordAuthor | Streaming media | - |
dc.subject.keywordAuthor | Adaptation models | - |
dc.subject.keywordAuthor | Genetics | - |
dc.subject.keywordAuthor | Bandwidth | - |
dc.subject.keywordAuthor | Mathematical model | - |
dc.subject.keywordAuthor | Adaptive bitrate streaming (ABS) | - |
dc.subject.keywordAuthor | cache balancing | - |
dc.subject.keywordAuthor | edge caching systems (ECSs) | - |
dc.relation.journalResearchArea | Computer Science | - |
dc.relation.journalResearchArea | Engineering | - |
dc.relation.journalResearchArea | Operations Research & Management Science | - |
dc.relation.journalResearchArea | Telecommunications | - |
dc.relation.journalWebOfScienceCategory | Computer Science, Information Systems | - |
dc.relation.journalWebOfScienceCategory | Engineering, Electrical & Electronic | - |
dc.relation.journalWebOfScienceCategory | Operations Research & Management Science | - |
dc.relation.journalWebOfScienceCategory | Telecommunications | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
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