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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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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. |
format | Online Article Text |
id | pubmed-3998005 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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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