Adaptive resource management for balancing availability and performance in cloud computing

R. Jhawar, V. Piuri
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引用次数: 11

Abstract

Security, availability and performance are critical to meet service level agreements in most Cloud computing services. In this paper, we build on the virtual machine technology that allows software components to be cheaply moved, replicated, and allocated on the hardware infrastructure to devise a solution that ensures users availability and performance requirements in Cloud environments. To deal with failures and vulnerabilities also due to cyber-attacks, we formulate the availability and performance attributes in the users perspective and show that the two attributes may often be competing for a given application. We then present a heuristics-based approach that restores application's requirements in the failure and recovery events. Our algorithm uses Markov chains and queuing networks to estimate the availability and performance of different deployment contexts, and generates a set of actions to re-deploy a given application. By simulation, we show that our proposed approach improves the availability and lowers the degradation of system's response time compared to traditional static schemes.
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用于平衡云计算中的可用性和性能的自适应资源管理
在大多数云计算服务中,安全性、可用性和性能对于满足服务级别协议至关重要。在本文中,我们以虚拟机技术为基础,该技术允许在硬件基础设施上廉价地移动、复制和分配软件组件,以设计一种解决方案,确保云环境中用户的可用性和性能需求。为了处理同样由网络攻击引起的故障和漏洞,我们从用户的角度阐述了可用性和性能属性,并表明这两个属性可能经常在给定的应用程序中相互竞争。然后,我们提出了一种基于启发式的方法,可以在故障和恢复事件中恢复应用程序的需求。我们的算法使用马尔可夫链和排队网络来估计不同部署上下文的可用性和性能,并生成一组操作来重新部署给定的应用程序。仿真结果表明,与传统静态方案相比,该方法提高了系统的可用性,降低了系统响应时间的退化。
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