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A Framework for Performance Control ofDistributed Autonomous Agents

机译:分布式自治代理的性能控制框架

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We propose an autonomous and scalable queueing theory-based methodology to control the performance of a hierarchical networkrnof distributed agents. Multi-agent systems (MAS) such as supply chains functioning in highly dynamic environmentsrnneed to achieve maximum overall utility during operation. Hence, the objective of the control framework is to identify therntrade-offs between quality and performance and adaptively choose the operational settings to posture the MAS for better utility.rnBy formulating the MAS as an open queueing network with multiple classes of traffic we evaluate the performance andrnsubsequently the utility, from which we identify the control alternative for a localized, multi-tier zone.
机译:我们提出了一种基于自治和可扩展排队论的方法来控制分层网络代理分布式代理的性能。供应链之类的多代理系统(MAS)在高度动态的环境中运行,需要在操作期间实现最大的整体效用。因此,控制框架的目标是识别质量和性能之间的权衡,并自适应地选择操作设置以使MAS更好地发挥效用。通过将MAS公式化为具有多种流量类别的开放排队网络,我们可以评估性能随后是该实用程序,从中我们可以确定本地化多层区域的控制替代方案。

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