Near-optimal dispatching policy for energy-aware server clusters

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorAalto, Samulien_US
dc.contributor.authorLassila, Pasien_US
dc.contributor.departmentDepartment of Communications and Networkingen
dc.contributor.groupauthorPerformance analysisen
dc.date.accessioned2019-09-03T13:45:26Z
dc.date.available2019-09-03T13:45:26Z
dc.date.embargoinfo:eu-repo/date/embargoEnd/2021-08-20en_US
dc.date.issued2019-11en_US
dc.description.abstractA server cluster can be modeled as a set of parallel queues, and the dispatcher decides to which queue the arriving jobs are routed. We consider an energy-aware dispatching system in a Markovian setting, where each server, upon becoming empty, enters a sleep mode to save energy, and to activate the server after sleep incurs an additional setup delay cost. We seek to optimize the performance-energy trade-off by applying the so-called Whittle index approach. As our main result, we derive sufficient conditions for the system parameters under which the problem is provably indexable, and also determine the corresponding Whittle index values explicitly. Our numerical experiments demonstrate that the resulting energy-aware Whittle index policy is able to perform very close to the numerically solved optimal policy and outperforms all considered reference policies.en
dc.description.versionPeer revieweden
dc.format.extent37
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationAalto, S & Lassila, P 2019, ' Near-optimal dispatching policy for energy-aware server clusters ', Performance Evaluation, vol. 135, 102034 . https://doi.org/10.1016/j.peva.2019.102034en
dc.identifier.doi10.1016/j.peva.2019.102034en_US
dc.identifier.issn0166-5316
dc.identifier.otherPURE UUID: 61376d67-6103-4054-a8a4-07ad0001da2aen_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/61376d67-6103-4054-a8a4-07ad0001da2aen_US
dc.identifier.otherPURE LINK: http://www.sciencedirect.com/science/article/pii/S0166531619300227en_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/36207178/ELEC_Aalto_whittle_dispatching_PEVA.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/40056
dc.identifier.urnURN:NBN:fi:aalto-201909035098
dc.language.isoenen
dc.publisherElsevier
dc.relation.ispartofseriesPerformance Evaluationen
dc.rightsopenAccessen
dc.subject.keywordOptimal dispatchingen_US
dc.subject.keywordTask assignmenten_US
dc.subject.keywordServer clusteren_US
dc.subject.keywordEnergy-aware serveren_US
dc.subject.keywordInstantOffen_US
dc.subject.keywordWhittle indexen_US
dc.subject.keywordIndexabilityen_US
dc.titleNear-optimal dispatching policy for energy-aware server clustersen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi

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