基于粒子群算法的多处理机系统负载调度平衡新方法

OmidReza Kiyarazm, M. Moeinzadeh, S. Sharifian-R
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引用次数: 12

摘要

在并行和分布式系统中,优化任务调度和负载平衡一直是人们关注的问题,以最大限度地减少时间和加快进程,这对系统的效率起着重要的作用。通过负载平衡,我们的意思是调度作业,使每个作业在映射到处理单元时可以并发执行,例如处理器(在多处理器系统中)或计算机(在网格计算机中)。动态负载平衡是一个np完全问题,需要设计一个最优调度程序来提高并行系统的效率和速度。本文提出了一种基于粒子群算法的多处理机系统任务调度和负载均衡算法,该算法能以最优的方式最小化所有处理机的最大跨度和平均利用率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A New Method for Scheduling Load Balancing in Multi-processor Systems Based on PSO
In parallel and distributed systems, optimal task scheduling and load balancing has always been of great interest in order to minimize the time and speed up the process which plays a major role in the efficiency of such systems. By load balancing we mean scheduling the jobs in a way that every job could be executed concurrently while it is mapped to a processing unit, such as a processor (in a multi-processor system) or a computer (in a grid computer). It has been proved that dynamic load balancing is an NP-complete problem and designing an optimal scheduler that increases the efficiency and speed of the parallel systems is desired. In this paper, we want to present an algorithm for task scheduling and load balancing in multi-processor systems based on PSO method that can minimize the maximum span and average utilization of all processors in an optimal way.
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