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dc.contributor.authorChen, Gang
dc.contributor.authorSarrafzadeh, Hossein
dc.contributor.authorPang, Shaoning
dc.date.accessioned2014-05-30T02:08:27Z
dc.date.available2014-05-30T02:08:27Z
dc.date.issued2013-03
dc.identifier.urihttps://hdl.handle.net/10652/2428
dc.description.abstractDifferent from traditional P2P systems, individuals nodes of a Federated Service Providing (FSP) system play a more active role by offering a variety of domain-specific services. The service provision control (SPC) problem is an important problem of the FSP system and will be tackled in this paper within a stochastic optimization framework through several steps. The first step focuses on using stochastic differential equations (SDEs) to model and analyze the dynamic evolution of the service demand. Driven by the SDE model, expected future performance of a FSP system is analytically evaluated in the second step. Step three utilizes the differential evolution (DE) algorithm to identify near-optimal service-providing policies for each node. The service subscription protocol is further proposed in step four to help every node adjust its local policy in accordance with the services provided by other nodes. The four steps together implement a complete solution of the SPC problem and will be called the SDE-based service-provision control (SSPC) mechanism in this paper. Experimental evaluation of the mechanism has been reported in the paper. The results show that our approach is effective in tackling the SPC problem and may be therefore suitable for many practical applications.en_NZ
dc.language.isoenen_NZ
dc.relation.urihttp://www.computer.org/csdl/trans/td/2013/03/ttd2013030587-abs.htmlen_NZ
dc.rightsThe fulltext online paywall version is available from CSDIGITAL Library at http://www.computer.org/csdl/trans/td/2013/03/ttd2013030587-abs.htmlen_NZ
dc.subjectpeer to peer computingen_NZ
dc.subjectmathematical modelen_NZ
dc.subjectstochastic processesen_NZ
dc.subjectanalytical modelsen_NZ
dc.subjectvectorsen_NZ
dc.subjectsystem performanceen_NZ
dc.subjectdifferential equationsen_NZ
dc.subjectstochastic differential equationen_NZ
dc.subjectP2P systemen_NZ
dc.subjectservice managementen_NZ
dc.titleService provision control in federated service providing systemsen_NZ
dc.typeJournal Articleen_NZ
dc.rights.holderIEEE Transactions on Parallel and Distributed Systemsen_NZ
dc.subject.marsden080201 Analysis of Algorithms and Complexityen_NZ
dc.subject.marsden0805 Distributed Computingen_NZ
dc.identifier.bibliographicCitationChen, G., Sarrafzadeh, A., and Pang, S. (2013). Service provision control in federated service providing systems. IEEE Transactions on Parallel and Distributed Systems. 24(3) : 587-600 doi 10.1109/TPDS.2012.150en_NZ
unitec.institutionUnitec Institute of Technologyen_NZ
unitec.publication.spage587en_NZ
unitec.publication.lpage600en_NZ
unitec.publication.volume24 (3)en_NZ
unitec.publication.titleIEEE Transactions on Parallel and Distributed Systemsen_NZ
unitec.peerreviewedyesen_NZ


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