分布式多代理应用程序的生存性——性能控制的视角

N. Gnanasambandam, Seokcheon Lee, S. Kumara, N. Gautam, W. Peng, V. Manikonda, M. Brinn, M. Greaves
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引用次数: 3

摘要

分布式多智能体系统(DMAS),如在高动态环境中运行的供应链,需要在运行过程中实现最大的整体效用。维护性能的实用程序是其生存能力的重要组成部分。此实用程序通常通过确定服务质量和性能之间的权衡来实现。为了自适应地选择操作设置以获得更好的效用,我们提出了一种基于自主和可扩展排队理论的方法来控制分布式代理的分层网络的性能。通过将MAS描述为具有多个流量类别的开放排队网络,我们评估了性能和随后的效用,从中我们确定了局部多层区域的控制替代方案。当问题扩展时,可以使用区域作为构建块来组成另一个更大的排队网络。该方法主张系统地规范DMAS的属性,以帮助将DMAS实时转换为排队网络。我们在Cougaar中创建了框架原型,并验证了结果。
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Survivability of a distributed multi-agent application - a performance control perspective
Distributed multi-agent systems (DMAS) such as supply chains functioning in highly dynamic environments need to achieve maximum overall utility during operation. The utility from maintaining performance is an important component of their survivability. This utility is often met by identifying trade-offs between quality of service and performance. To adaptively choose the operational settings for better utility, we propose an autonomous and scalable queueing theory based methodology to control the performance of a hierarchical network of distributed agents. By formulating the MAS as an open queueing network with multiple classes of traffic we evaluate the performance and subsequently the utility, from which we identify the control alternative for a localized, multi-tier zone. When the problem scales, another larger queueing network could be composed using zones as building blocks. This method advocates the systematic specification of the DMAS's attributes to aid realtime translation of the DMAS into a queueing network. We prototype our framework in Cougaar and verify our results.
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