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An adaptive threshold based hybrid load balancing scheme with sender and receiver initiated approach using random information exchange

机译:基于发送者和接收者发起的使用随机信息交换的自适应阈值混合负载均衡方案

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The primary objective of load balancing for distributed systems is to minimize the job execution time while maximizing the resource utilization. Load balancing on decentralized systems need effective information exchange policy so that with minimum amount of communication the nodes have up to date information about other nodes in the system. Periodic, event-based and on-demand information exchange are some important policies used for the same. All these approaches involve a lot of overhead and even sometime leading toward obsolete data with the nodes if there is a delay in the updation. This work presents an adaptive threshold-based hybrid load balancing scheme with sender and receiver initiated approach (HLBWSR) using random information exchange (RIE). RIE ensures that the information is exchanged in such a way that each node in the system has up-to-date state of the other nodes with much reduced communication overhead. Further, the adaptive threshold ensures that almost an average numbers of jobs are executed by all the nodes in the system. The study of the effect of the use of RIE on sender initiated, receiver initiated and hybrid of sender and receiver initiated load balancing approach establishes the superior performance of HLBWSR among its RIE-based peers. A comparative analysis of HLBWSR, with periodic information exchange strategy, modified estimated load information scheduling algorithm and load balancing on arrival reveals its effectiveness under various test conditions. Copyright © 2016 John Wiley & Sons, Ltd.
机译:分布式系统的负载平衡的主要目标是在最大程度地利用资源的同时,最大限度地减少作业执行时间。分散系统上的负载平衡需要有效的信息交换策略,以便在最少的通信量下,节点即可获得有关系统中其他节点的最新信息。定期的,基于事件的和按需的信息交换是用于此目的的一些重要策略。所有这些方法都涉及大量开销,并且如果更新存在延迟,那么有时甚至会导致节点的数据过时。这项工作提出了一种基于阈值的自适应混合负载平衡方案,该方案具有使用随机信息交换(RIE)的发送方和接收方启动的方法(HLBWSR)。 RIE确保以这种方式交换信息,使得系统中的每个节点都具有其他节点的最新状态,从而大大减少了通信开销。此外,自适应阈值可确保系统中所有节点几乎执行平均数量的作业。对使用RIE对发送方发起,接收方发起以及发送方和接收方发起的负载平衡方法的影响的研究建立了HLBWSR在其基于RIE的同级中的优越性能。通过对HLBWSR的比较分析,定期信息交换策略,改进的估计负载信息调度算法和到达时的负载平衡,可以看出其在各种测试条件下的有效性。版权所有©2016 John Wiley&Sons,Ltd.

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