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Network characteristics emerging from agent interactions in balanced distributed system

A distributed computing system behaves like a complex network, the interactions between nodes being essential information exchanges and migrations of jobs or services to execute. These actions are performed by software agents, which behave like the members of social networks, cooperating and competi...

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Detalles Bibliográficos
Autores principales: Salman, Mahdi Abed, Bertelle, Cyrille, Sanlaville, Eric
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5732601/
https://www.ncbi.nlm.nih.gov/pubmed/29266123
http://dx.doi.org/10.1186/s40649-015-0019-2
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author Salman, Mahdi Abed
Bertelle, Cyrille
Sanlaville, Eric
author_facet Salman, Mahdi Abed
Bertelle, Cyrille
Sanlaville, Eric
author_sort Salman, Mahdi Abed
collection PubMed
description A distributed computing system behaves like a complex network, the interactions between nodes being essential information exchanges and migrations of jobs or services to execute. These actions are performed by software agents, which behave like the members of social networks, cooperating and competing to obtain knowledge and services. The load balancing consists in distributing the load evenly between system nodes. It aims at enhancing the resource usage. A load balancing strategy specifies scenarios for the cooperation. Its efficiency depends on quantity, accuracy, and distribution of available information. Nevertheless, the distribution of information on the nodes, together with the initial network structure, may create different logical network structures. In this paper, different load balancing strategies are tested on different network structures using a simulation. The four tested strategies are able to distribute evenly the load so that the system reaches a steady state (the mean response time of the jobs is constant), but it is shown that a given strategy indeed behaves differently according to structural parameters and information spreading. Such a study, devoted to distributed computing systems (DCSs), can be useful to understand and drive the behavior of other complex systems.
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spelling pubmed-57326012017-12-18 Network characteristics emerging from agent interactions in balanced distributed system Salman, Mahdi Abed Bertelle, Cyrille Sanlaville, Eric Comput Soc Netw Research A distributed computing system behaves like a complex network, the interactions between nodes being essential information exchanges and migrations of jobs or services to execute. These actions are performed by software agents, which behave like the members of social networks, cooperating and competing to obtain knowledge and services. The load balancing consists in distributing the load evenly between system nodes. It aims at enhancing the resource usage. A load balancing strategy specifies scenarios for the cooperation. Its efficiency depends on quantity, accuracy, and distribution of available information. Nevertheless, the distribution of information on the nodes, together with the initial network structure, may create different logical network structures. In this paper, different load balancing strategies are tested on different network structures using a simulation. The four tested strategies are able to distribute evenly the load so that the system reaches a steady state (the mean response time of the jobs is constant), but it is shown that a given strategy indeed behaves differently according to structural parameters and information spreading. Such a study, devoted to distributed computing systems (DCSs), can be useful to understand and drive the behavior of other complex systems. Springer International Publishing 2015-07-15 2015 /pmc/articles/PMC5732601/ /pubmed/29266123 http://dx.doi.org/10.1186/s40649-015-0019-2 Text en © Salman et al. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited.
spellingShingle Research
Salman, Mahdi Abed
Bertelle, Cyrille
Sanlaville, Eric
Network characteristics emerging from agent interactions in balanced distributed system
title Network characteristics emerging from agent interactions in balanced distributed system
title_full Network characteristics emerging from agent interactions in balanced distributed system
title_fullStr Network characteristics emerging from agent interactions in balanced distributed system
title_full_unstemmed Network characteristics emerging from agent interactions in balanced distributed system
title_short Network characteristics emerging from agent interactions in balanced distributed system
title_sort network characteristics emerging from agent interactions in balanced distributed system
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5732601/
https://www.ncbi.nlm.nih.gov/pubmed/29266123
http://dx.doi.org/10.1186/s40649-015-0019-2
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