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

机译:复杂网络属性在协调大型多读系统中的建模与仿真

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摘要

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.
机译:随着分布式多层系统的扩展,当系统缩小到数百个代理时,传统的协调策略成为一个严重的瓶颈。关键挑战是,在典型的大型多彩系统中,稀疏分布的代理只能直接与其他方式通信,并且网络通常被建模为自适应复杂网络。在本文中,我们展示了模拟测试平台Coordsim,以模型为网络中心的多层系统的协调。根据基于令牌的策略,可以建立协调作为代理人决定对目标通信的决定并将其传递给将潜在受益于团队最多的能力的代理商。理论上,我们已经分析了复杂网络的特点与随机和智能协调策略的角色产生了显着差异,这可能有助于未来的多算法设计。

著录项

  • 作者

    Yang Xu; Xiang Li; Ming Liu;

  • 作者单位
  • 年度 2014
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类

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