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A game theoretic method to model and analyze attack-defense strategy of resource service in cloud application

机译:云计算中资源服务攻防策略建模与分析的博弈论方法

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摘要

Cloud computing has attracted much attention recently in both industry field and academic research area. More and more Internet applications are moving to the cloud environment. However, it is difficult to construct perfectly secure mechanisms facing up with complex and various attacks in cloud computing, the efficient attack-defense strategy is highly demanded. In this paper, a stochastic game model is proposed based on combining stochastic Petri nets with game theory, which is used to describe the attack-defense behaviors in cloud computing. The physical machine, attack-defense behavior, and their attributes are also modeled by stochastic game model thus forming the attack-defense game model of cloud computing. On this basis, the Nash equilibrium of attack-defense process in physical machine is computed to get the optimal defense strategy. The related theories of Petri nets and the reachable states of attack-defense game model are used to formally verify the correctness and effectiveness of the proposed method. The enforcement algorithm is proposed to make cloud computing dynamically evaluate and select the defense strategy to against attack behavior as quickly as possible. Both case study and simulation results show that the proposed method can adapt quickly to the changes in cloud application thus improvingthe security of cloud computing.
机译:云计算最近在工业领域和学术研究领域都引起了很多关注。越来越多的Internet应用程序正在迁移到云环境。然而,在云计算中,面对复杂而多样的攻击,很难构建出完全安全的机制,因此对高效的攻防策略提出了很高的要求。本文提出了一种基于随机Petri网与博弈论相结合的随机博弈模型,用于描述云计算中的攻击防御行为。物理机,防攻击行为及其属性也通过随机博弈模型进行建模,从而形成云计算的防攻击博弈模型。在此基础上,计算了物理机攻守过程的纳什均衡,得到了最优的防御策略。利用Petri网的相关理论和攻防博弈模型的可达状态,正式验证了该方法的正确性和有效性。提出了强制执行算法,以使云计算能够动态评估并选择防御策略,以尽快防御攻击行为。案例研究和仿真结果均表明,该方法能够快速适应云应用的变化,从而提高了云计算的安全性。

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  • 作者单位

    Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, 200237, People's Republic of China,Shanghai Key Laboratory of Computer Software Evaluating and Testing, Shanghai, 201112, People's Republic of China;

    Department of Computer Science and Information Engineering, Shanghai Institute of Technology, Shanghai, 200235, People's Republic of China;

    Department of Computer Science and Engineering, East China University of Science and Technology, Shanghai, 200237, People's Republic of China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    attack-defense; cloud computing; game theory; Nash equilibrium; stochastic Petri nets;

    机译:攻防云计算;博弈论纳什均衡;随机Petri网;

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