A cost-effective security management for clouds: A game-theoretic deception mechanism

Mohammad Taghi Adili, Amin Mohammadi, M. Manshaei, M. Rahman
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引用次数: 11

Abstract

The Information Technology (IT) is observing a rising shift toward cloud computing due to its attractive on-demand storage and computing capabilities that allow moving the computing and storage load from the owner's side to the service provider's place and enjoying the data or computed results efficiently anywhere anytime. This growing use of clouds also introduces significant security concerns, as sensitive data and critical applications are increasingly being moved to clouds. Recent work also reveals different security threats, e.g., side-channel attacks, against cloud services. In this work, we address the need of improved solutions for the security management of cloud computing. We propose a moving target-based deceptive defense mechanism where the moving target idea is centered on frequent migrations of the virtual machines (VMs). We make the moves cost-efficient by modeling the problem as a signaling game between the adversary and the VMs and introducing deceptions. We solve the game and obtain two Nash equilibria. These results illustrate the best possible moves by the adversary and the corresponding strategy for the VMs that should reduce the adversary's chance of being successful at most.
一种经济有效的云安全管理:博弈论欺骗机制
信息技术(IT)正在观察到云计算的上升趋势,因为它具有吸引力的按需存储和计算能力,可以将计算和存储负载从所有者一方转移到服务提供商的位置,并随时随地高效地享受数据或计算结果。随着敏感数据和关键应用程序越来越多地迁移到云上,云的使用也带来了重大的安全问题。最近的工作还揭示了针对云服务的不同安全威胁,例如侧通道攻击。在这项工作中,我们解决了改进云计算安全管理解决方案的需求。本文提出了一种基于移动目标的欺骗防御机制,该机制以虚拟机的频繁迁移为中心。通过将问题建模为对手和虚拟机之间的信号博弈并引入欺骗,我们使移动具有成本效益。我们解了这个博弈,得到了两个纳什均衡。这些结果说明了对手可能采取的最佳行动以及vm的相应策略,这些策略应该最大限度地减少对手成功的机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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