Stability Analysis of Load Balancing Systems

K. Burgess, K. Passino
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引用次数: 29

Abstract

A load processor is a system that has a buffer that can receive load and store it while it is waiting to be processed and has a local decision-making policy for determining if portions of its load should be sent to other load processors. A load balancing system is a set of such load processors that are connected in a network so that (i) they can sense the amount of load in the buffers of neighboring processors and pass load to them, and (ii) so that via local information and decisions by the individual load processors, the overall load in the entire network can be balanced. Such balancing is important to ensure that certain processors are not overloaded while others are left idle (i.e. load balancing helps avoid under-utilization of processing resources). The topology of the network, delays in transporting and sensing load, types of load, and types of local load passing policies all affect the performance of the load balancing system. In this paper, we show how a variety of load balancing systems can be modeled in a discrete event system (DES) theoretic framework, and how balancing properties and performance can be characterized and analyzed in a general Lyapunov stability theoretic framework.
负载均衡系统的稳定性分析
负载处理器是这样一种系统,它有一个缓冲区,可以在等待处理时接收和存储负载,并有一个本地决策策略,用于确定是否应该将其部分负载发送给其他负载处理器。负载平衡系统是一组这样的负载处理器,它们连接在一个网络中,以便(i)它们可以感知相邻处理器缓冲区中的负载量并将负载传递给它们,以及(ii)通过单个负载处理器的本地信息和决策,可以平衡整个网络中的总体负载。这种平衡对于确保某些处理器不会过载而其他处理器闲置(即负载平衡有助于避免处理资源利用率不足)非常重要。网络的拓扑结构、传输和感知负载的时延、负载的类型、本地负载传递策略的类型等都会影响负载均衡系统的性能。在本文中,我们展示了如何在离散事件系统(DES)理论框架中建模各种负载平衡系统,以及如何在一般Lyapunov稳定性理论框架中表征和分析平衡特性和性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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