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首页> 外文期刊>International Journal of Computer Networks & Communications >A Capacity-Based Load Balancing and Job Migration Algorithm for Heterogeneous Computational Grids
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A Capacity-Based Load Balancing and Job Migration Algorithm for Heterogeneous Computational Grids

机译:异构计算网格的基于容量的负载均衡和作业迁移算法

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摘要

This paper addresses the problem of scheduling and load balancing in heterogeneous computational grids. We proposed a two-level load balancing policy for the multi-cluster grid environment where computational resources are dispersed in different administrative domains or clusters which are located in different local area networks. The proposed load balancing policy takes into account the heterogeneity of the computational resources. It distributes the system workload based on the processing elements capacity which leads to minimize the overall job mean response time and maximize the system utilization and throughput at the steady state. To evaluate the performance of the proposed load balancing policy, an analytical model is developed. The results obtained analytically are validated by simulating the model using Arena simulation package. The results show that the overall mean job response time obtained by simulation is very close to that obtained analytically. Also, the simulation results show that the performance of the proposed load balancing policy outperforms that of the Random and Uniform distribution load balancing policies in terms of mean job response time. The maximum improvement ratio obtained when the system workload is low. It decreases slowly as the system workload gradually increases and it decreases rapidly when the system arrival rate λ approaches the system processing rate μ because the system gradually approaches its saturation point.
机译:本文解决了异构计算网格中的调度和负载平衡问题。我们针对多集群网格环境提出了两级负载平衡策略,在该环境中,计算资源分散在不同的管理域或位于不同局域网中的群集中。提出的负载平衡策略考虑了计算资源的异构性。它根据处理元素的容量来分配系统工作负载,从而使总体工作平均响应时间最小化,并在稳定状态下最大化系统利用率和吞吐量。为了评估建议的负载平衡策略的性能,开发了一个分析模型。通过使用Arena仿真包对模型进行仿真,可以验证分析得出的结果。结果表明,通过仿真获得的总体平均工作响应时间与通过分析得出的结果非常接近。仿真结果还表明,在平均作业响应时间方面,所提出的负载平衡策略的性能优于随机分布和均匀分布负载平衡策略。系统工作量较低时获得的最大改进率。随着系统工作负载逐渐增加,它缓慢减小;当系统到达速率λ接近系统处理速率μ时,它逐渐减小,因为系统逐渐接近其饱和点。

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