Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments

Detalhes bibliográficos
Autor(a) principal: Nogueira, Luís
Data de Publicação: 2006
Outros Autores: Pinho, Luís Miguel
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.22/4055
Resumo: The scarcity and diversity of resources among the devices of heterogeneous computing environments may affect their ability to perform services with specific Quality of Service constraints, particularly in dynamic distributed environments where the characteristics of the computational load cannot always be predicted in advance. Our work addresses this problem by allowing resource constrained devices to cooperate with more powerful neighbour nodes, opportunistically taking advantage of global distributed resources and processing power. Rather than assuming that the dynamic configuration of this cooperative service executes until it computes its optimal output, the paper proposes an anytime approach that has the ability to tradeoff deliberation time for the quality of the solution. Extensive simulations demonstrate that the proposed anytime algorithms are able to quickly find a good initial solution and effectively optimise the rate at which the quality of the current solution improves at each iteration, with an overhead that can be considered negligible.
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spelling Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environmentsDistributed systemsDynamic real-time systemsQuality of serviceAnytime algorithmsThe scarcity and diversity of resources among the devices of heterogeneous computing environments may affect their ability to perform services with specific Quality of Service constraints, particularly in dynamic distributed environments where the characteristics of the computational load cannot always be predicted in advance. Our work addresses this problem by allowing resource constrained devices to cooperate with more powerful neighbour nodes, opportunistically taking advantage of global distributed resources and processing power. Rather than assuming that the dynamic configuration of this cooperative service executes until it computes its optimal output, the paper proposes an anytime approach that has the ability to tradeoff deliberation time for the quality of the solution. Extensive simulations demonstrate that the proposed anytime algorithms are able to quickly find a good initial solution and effectively optimise the rate at which the quality of the current solution improves at each iteration, with an overhead that can be considered negligible.ElsevierRepositório Científico do Instituto Politécnico do PortoNogueira, LuísPinho, Luís Miguel2014-02-25T11:15:51Z20062006-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/4055eng0743-731510.1016/j.jpdc.2009.03.002info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-13T12:43:53Zoai:recipp.ipp.pt:10400.22/4055Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:24:58.237704Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments
title Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments
spellingShingle Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments
Nogueira, Luís
Distributed systems
Dynamic real-time systems
Quality of service
Anytime algorithms
title_short Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments
title_full Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments
title_fullStr Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments
title_full_unstemmed Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments
title_sort Time-bounded distributed QoS-aware service configuration in heterogeneous cooperative environments
author Nogueira, Luís
author_facet Nogueira, Luís
Pinho, Luís Miguel
author_role author
author2 Pinho, Luís Miguel
author2_role author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico do Porto
dc.contributor.author.fl_str_mv Nogueira, Luís
Pinho, Luís Miguel
dc.subject.por.fl_str_mv Distributed systems
Dynamic real-time systems
Quality of service
Anytime algorithms
topic Distributed systems
Dynamic real-time systems
Quality of service
Anytime algorithms
description The scarcity and diversity of resources among the devices of heterogeneous computing environments may affect their ability to perform services with specific Quality of Service constraints, particularly in dynamic distributed environments where the characteristics of the computational load cannot always be predicted in advance. Our work addresses this problem by allowing resource constrained devices to cooperate with more powerful neighbour nodes, opportunistically taking advantage of global distributed resources and processing power. Rather than assuming that the dynamic configuration of this cooperative service executes until it computes its optimal output, the paper proposes an anytime approach that has the ability to tradeoff deliberation time for the quality of the solution. Extensive simulations demonstrate that the proposed anytime algorithms are able to quickly find a good initial solution and effectively optimise the rate at which the quality of the current solution improves at each iteration, with an overhead that can be considered negligible.
publishDate 2006
dc.date.none.fl_str_mv 2006
2006-01-01T00:00:00Z
2014-02-25T11:15:51Z
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.22/4055
url http://hdl.handle.net/10400.22/4055
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0743-7315
10.1016/j.jpdc.2009.03.002
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dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Elsevier
publisher.none.fl_str_mv Elsevier
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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