通过资源分配实现云计算系统利润最大化

H. Goudarzi, Massoud Pedram
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引用次数: 91

摘要

随着高性能计算和数据存储需求的不断增长,分布式计算系统引起了人们的广泛关注。资源分配是分布式系统中最重要的挑战之一,特别是当客户端有一些服务水平协议(sla)时,系统的总利润取决于系统如何满足这些sla。本文研究了基于sla的云计算资源分配问题,并提出了一种分布式解决方案。处理、数据存储和通信资源被视为执行优化的三个维度。仿真结果表明,所提出的启发式算法具有鲁棒性(产生与初始解无关的高质量解),并且产生的解非常接近“最优”(通过蒙特卡罗模拟找到的最佳解)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Maximizing Profit in Cloud Computing System via Resource Allocation
With increasing demand for high performance computing and data storage, distributed computing systems have attracted a lot of attention. Resource allocation is one of the most important challenges in the distributed systems specially when the clients have some Service Level Agreements (SLAs) and the total profit in the system depends on how the system can meet these SLAs. In this paper, an SLA-based resource allocation problem for cloud computing is considered and a distributed solution to this problem is presented. The processing, data storage, and communication resources are considered as three dimensions in which optimizations are performed. Simulation results demonstrate that the proposed heuristic algorithm is robust (produces high quality solutions independent of the initial solution provided) and produces solutions very close to the "optimum" (best solution found by Monte Carlo simulation).
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