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Modeling and Simulation of Complex Network Attributes on Coordinating Large Multiagent System

With the expansion of distributed multiagent systems, traditional coordination strategy becomes a severe bottleneck when the system scales up to hundreds of agents. The key challenge is that in typical large multiagent systems, sparsely distributed agents can only communicate directly with very few...

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Detalles Bibliográficos
Autores principales: Xu, Yang, Li, Xiang, Liu, Ming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3998005/
https://www.ncbi.nlm.nih.gov/pubmed/24955399
http://dx.doi.org/10.1155/2014/412479
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author Xu, Yang
Li, Xiang
Liu, Ming
author_facet Xu, Yang
Li, Xiang
Liu, Ming
author_sort Xu, Yang
collection PubMed
description With the expansion of distributed multiagent systems, traditional coordination strategy becomes a severe bottleneck when the system scales up to hundreds of agents. The key challenge is that in typical large multiagent systems, sparsely distributed agents can only communicate directly with very few others and the network is typically modeled as an adaptive complex network. In this paper, we present simulation testbed CoordSim built to model the coordination of network centric multiagent systems. Based on the token-based strategy, the coordination can be built as a communication decision problem that agents make decisions to target communications and pass them over to the capable agents who will potentially benefit the team most. We have theoretically analyzed that the characters of complex network make a significant difference with both random and intelligent coordination strategies, which may contribute to future multiagent algorithm design.
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spelling pubmed-39980052014-06-22 Modeling and Simulation of Complex Network Attributes on Coordinating Large Multiagent System Xu, Yang Li, Xiang Liu, Ming ScientificWorldJournal Research Article With the expansion of distributed multiagent systems, traditional coordination strategy becomes a severe bottleneck when the system scales up to hundreds of agents. The key challenge is that in typical large multiagent systems, sparsely distributed agents can only communicate directly with very few others and the network is typically modeled as an adaptive complex network. In this paper, we present simulation testbed CoordSim built to model the coordination of network centric multiagent systems. Based on the token-based strategy, the coordination can be built as a communication decision problem that agents make decisions to target communications and pass them over to the capable agents who will potentially benefit the team most. We have theoretically analyzed that the characters of complex network make a significant difference with both random and intelligent coordination strategies, which may contribute to future multiagent algorithm design. Hindawi Publishing Corporation 2014 2014-04-03 /pmc/articles/PMC3998005/ /pubmed/24955399 http://dx.doi.org/10.1155/2014/412479 Text en Copyright © 2014 Yang Xu et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Xu, Yang
Li, Xiang
Liu, Ming
Modeling and Simulation of Complex Network Attributes on Coordinating Large Multiagent System
title Modeling and Simulation of Complex Network Attributes on Coordinating Large Multiagent System
title_full Modeling and Simulation of Complex Network Attributes on Coordinating Large Multiagent System
title_fullStr Modeling and Simulation of Complex Network Attributes on Coordinating Large Multiagent System
title_full_unstemmed Modeling and Simulation of Complex Network Attributes on Coordinating Large Multiagent System
title_short Modeling and Simulation of Complex Network Attributes on Coordinating Large Multiagent System
title_sort modeling and simulation of complex network attributes on coordinating large multiagent system
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3998005/
https://www.ncbi.nlm.nih.gov/pubmed/24955399
http://dx.doi.org/10.1155/2014/412479
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