Scaling up multi-agent systems through organizational structuring

V. Lesser
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引用次数: 1

Abstract

Summary form only given. Over the last four years, the author has been working on the design of a distributed sensor network for vehicle tracking using adaptive radar sensors. This effort has reignited his long-term interest in the use of organizational structuring for handling scaling issues in multiagent systems. In This work, he first examines how organizational structuring was used in their design to reduce the computational and communication load involved in coordinating agent activities, and he discusses experiments that indicate the complex set of issues that need to be considered in evaluating the effectiveness of different organizational variants. He also briefly illustrates how it is possible to model the performance of these variants analytically, and predicts their performance. He then presents bottom-up techniques, based on negotiation, for organizational instantiation and adaptation in a dynamic environment. Finally, he discusses some work on a knowledge-based top-down approach for organizational design.
通过组织结构扩展多智能体系统
只提供摘要形式。在过去的四年中,作者一直致力于使用自适应雷达传感器设计用于车辆跟踪的分布式传感器网络。这项工作重新点燃了他对使用组织结构来处理多智能体系统中的可伸缩性问题的长期兴趣。在这项工作中,他首先研究了如何在他们的设计中使用组织结构来减少协调代理活动所涉及的计算和通信负荷,他讨论了实验,表明在评估不同组织变体的有效性时需要考虑的复杂问题集。他还简要说明了如何对这些变体的性能进行分析建模,并预测它们的性能。然后,他提出了基于协商的自下而上的技术,用于动态环境中的组织实例化和适应。最后,他讨论了组织设计中基于知识的自顶向下方法的一些工作。
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