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Optimizing dynamic survivability and security of replicated data in cloud systems under co-residence attacks

机译:在共存攻击下优化云系统中复制数据的动态生存性和安全性

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摘要

Utilizing the virtualization technology, multiple virtual machines (VMs) can be created on a single physical server for different tasks, enabling cost-effective resource sharing in cloud computing systems. However, this co-resident VM architecture can be exploited by malicious attackers, posing unique survivability and security risks for cloud users. This paper addresses one of such risks called co-residence attacks, where a malicious attacker can steal or corrupt a user's sensitive information through co-residing the attacker's VM with the target user's VM on the same physical server. We model users' data protection policy in which sensitive data are replicated and stored on different VMs to enhance data survivability. Both user's and attacker's VMs are distributed among cloud servers at random. The arrival of attacker's requests for creating VMs is modeled by a Poisson stochastic process. We propose a probabilistic model to obtain dynamic data survivability and security indices. Based on the suggested evaluation model, dynamic data replication policies are analyzed and optimized. Numerical examples are presented to demonstrate impacts of different model parameters on the dynamic data survivability and security.
机译:利用虚拟化技术,可以在单个物理服务器上创建多个虚拟机(VM)来完成不同的任务,从而在云计算系统中实现具有成本效益的资源共享。但是,这种共存的VM体系结构可以被恶意攻击者利用,从而给云用户带来独特的生存能力和安全风险。本文解决了一种称为共存攻击的风险,在这种风险中,恶意攻击者可以通过将攻击者的VM与目标用户的VM共同驻留在同一台物理服务器上,从而窃取或破坏用户的敏感信息。我们为用户的数据保护策略建模,在该策略中,敏感数据被复制并存储在不同的VM上,以提高数据的生存能力。用户的VM和攻击者的VM均随机分布在云服务器之间。攻击者创建虚拟机的请求的到达是通过Poisson随机过程来建模的。我们提出一种概率模型来获取动态数据的生存能力和安全性指标。基于建议的评估模型,对动态数据复制策略进行了分析和优化。数值例子表明了不同模型参数对动态数据生存能力和安全性的影响。

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