Performance-Based Vertical Memory Elasticity

Soodeh Farokhi, Pooyan Jamshidi, Dražen Lučanin, I. Brandić
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引用次数: 22

Abstract

Cloud computing offers the elasticity features by dynamically resizing the infrastructure in response to changes in workload demands to meet performance guarantees and minimize costs. In the last decade, a large body of work has been done in the area of horizontal elasticity, while only few research efforts addressed vertical elasticity. This paper develops a vertical elasticity controller for cloud-based applications using control theory principles to guarantee performance requirements by adjusting the memory allocation as a control knob. The novelty of our work lies on applying a controller synthesis technique by guaranteeing robustness and stability of the controlled system, using the application response time as a decision making criterion. The experimental results reveal that the controller is able to efficiently save at least 47% memory usage while keeping an acceptable user experience.
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基于性能的垂直内存弹性
云计算通过动态调整基础设施的大小来响应工作负载需求的变化,从而提供弹性特性,以满足性能保证和最小化成本。在过去的十年中,在水平弹性领域已经做了大量的工作,而对垂直弹性的研究却很少。本文开发了一种垂直弹性控制器,用于基于云的应用程序,利用控制理论原理通过调节内存分配作为控制旋钮来保证性能要求。本研究的新颖之处在于采用控制器综合技术,以应用程序响应时间作为决策标准,保证被控系统的鲁棒性和稳定性。实验结果表明,该控制器能够有效地节省至少47%的内存使用,同时保持可接受的用户体验。
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