Optimized Resource Allocation Model in Cloud Computing System

Thura Win., Tin Tin Yee, Ei Chaw Htoon
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引用次数: 4

Abstract

The resource allocation in the cloud system is the major role to determine the performances, resource utilization and total overall power consumption of the cloud data center. The optimal allocation of the virtual machines is one of the resource optimization problems in cloud due to the resource contention and starvation. This paper proposes the important parameters consideration proved with linear programming to be applied for limitation of resource allocation conditions in cloud and to identify the resource minimized allocation model at first. Then, the optimal resource allocation model (ORAM) based on modification of cost matrix in Hungarian algorithm is proposed as a solution and experimental evaluation is carried out for the proposed model. According to the performance evaluation, the proposed model outperforms both the conventional binding policy and existing Hungarian based allocation model HABBP in term of the optimal execution time.
云计算系统中的优化资源分配模型
云系统中的资源分配是决定云数据中心性能、资源利用率和总体功耗的主要因素。在云环境中,由于资源的争用和匮乏,虚拟机的最优分配是资源优化问题之一。本文提出了用线性规划证明的重要参数考虑,将其应用于云中资源分配条件的限制,并首先确定了资源最小化分配模型。然后,提出了基于匈牙利算法中成本矩阵修正的最优资源分配模型(ORAM)作为解决方案,并对该模型进行了实验评价。性能评价表明,该模型在最优执行时间上优于传统的绑定策略和现有的基于匈牙利的分配模型HABBP。
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