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Online robust optimization framework for QoS guarantees in distributed soft real-time systems

dc.contributor.authorLee, Jinkyu
dc.contributor.authorShin, Insik
dc.contributor.authorEaswaran, Arvind
dc.date.accessioned2014-02-14T15:29:24Z
dc.date.available2014-02-14T15:29:24Z
dc.date.issued2010
dc.description.abstractIn distributed soft real-time systems, maximizing the aggregate quality-of-service (QoS) is a typical system-wide goal, and addressing the problem through distributed optimization is challenging. Subtasks are subject to unpredictable failures in many practical environments, and this makes the problem much harder. In this paper, we present a robust optimization framework for maximizing the aggregate QoS in the presence of random failures. We introduce the notion of K-failure to bound the effect of random failures on schedulability. Using this notion we define the concept of K-robustness that quantifies the degree of robustness on QoS guarantee in a probabilistic sense. The parameter K helps to tradeoff achievable QoS versus robustness. The proposed robust framework produces optimal solutions through distributed computations on the basis of Lagrangian duality, and we present some implementation techniques. Our simulation results show that the proposed framework can probabilistically guarantee sub-optimal QoS which remains feasible even in the presence of random failures.por
dc.identifier.doi10.1145/1879021.1879034pt_PT
dc.identifier.isbn978-1-60558-904-6
dc.identifier.urihttp://hdl.handle.net/10400.22/3905
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherACMpor
dc.relation.ispartofseriesEmbedded software;
dc.relation.publisherversionhttp://dl.acm.org/citation.cfm?doid=1879021.1879034por
dc.subjectSoft real-time systemspor
dc.subjectRobust optimizationpor
dc.subjectQoS guaranteepor
dc.titleOnline robust optimization framework for QoS guarantees in distributed soft real-time systemspor
dc.typejournal article
dspace.entity.typePublication
oaire.citation.endPage98por
oaire.citation.startPage89por
oaire.citation.titleEMSOFT '10 Proceedings of the tenth ACM international conference on Embedded softwarepor
rcaap.rightsclosedAccesspor
rcaap.typearticlepor

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