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Modeling and Analysis of State-of-the-art VM-based Cloud Management Platforms

机译:基于虚拟机的最新云管理平台的建模和分析

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摘要

Virtualization is a key aspect to achieve scalability and flexibility in a cloud. Many solutions have been proposed to monitor and deploy Virtual Machines (VM) in resource pool of cloud. However, most of the cloud management systems, such as Amazon EC2 are proprietary. In the said perspective, many open source VM-based platforms have tossed for general users to research. The existing work has mainly focused on the discussion of architecture, feature-set, and performance analysis. Other important aspects, such as formal analysis, modeling, and verification are usually ignored. In this paper, we provide formal analysis, modeling, and verification of three open source state-of-the-art VM-based cloud platforms: (a) Eucalyptus, (b) Open Nebula, and (c) Nimbus. We used High-Level Petri Nets (HLPN) to model and analyze the structural and behavioral properties of the systems. Moreover, to verify the models, we have used Satisfiability Modulo Theories Library (SMT-Lib) and Z3 Solver. We modeled about 100 VM to verify the correctness and feasibility of our models. The results reveal that the models are functioning correctly. Moreover, the increase in the number of VM does not affect the working of the models that indicates the practicability of the models in a highly scalable and flexible environment.
机译:虚拟化是在云中实现可伸缩性和灵活性的关键方面。已经提出了许多解决方案来监视和部署云资源池中的虚拟机(VM)。但是,大多数云管理系统(例如Amazon EC2)都是专有的。从上述观点来看,许多基于开源VM的平台已经被抛弃给普通用户进行研究。现有工作主要集中在体系结构,功能集和性能分析的讨论上。通常忽略其他重要方面,例如形式分析,建模和验证。在本文中,我们提供了三种基于开源虚拟机的最新虚拟机云平台的形式分析,建模和验证:(a)桉树,(b)开放星云和(c)Nimbus。我们使用高级Petri网(HLPN)对系统的结构和行为特性进行建模和分析。此外,为了验证模型,我们使用了满意度模块理论库(SMT-Lib)和Z3 Solver。我们建模了大约100个VM,以验证我们模型的正确性和可行性。结果表明,模型运行正常。而且,VM数量的增加不会影响模型的工作,这表明模型在高度可扩展和灵活的环境中的实用性。

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