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

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  • Luo, Liang
  • Xing, Liudong
  • Levitin, Gregory

Abstract

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.

Suggested Citation

  • Luo, Liang & Xing, Liudong & Levitin, Gregory, 2019. "Optimizing dynamic survivability and security of replicated data in cloud systems under co-residence attacks," Reliability Engineering and System Safety, Elsevier, vol. 192(C).
  • Handle: RePEc:eee:reensy:v:192:y:2019:i:c:s0951832017314321
    DOI: 10.1016/j.ress.2018.09.014
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    References listed on IDEAS

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    1. Xing, Liudong & Levitin, Gregory, 2017. "Balancing theft and corruption threats by data partition in cloud system with independent server protection," Reliability Engineering and System Safety, Elsevier, vol. 167(C), pages 248-254.
    2. Levitin, Gregory & Xing, Liudong & Dai, Yuanshun, 2018. "Co-residence based data vulnerability vs. security in cloud computing system with random server assignment," European Journal of Operational Research, Elsevier, vol. 267(2), pages 676-686.
    3. Levitin, Gregory & Hausken, Kjell & Taboada, Heidi A. & Coit, David W., 2012. "Data survivability vs. security in information systems," Reliability Engineering and System Safety, Elsevier, vol. 100(C), pages 19-27.
    4. Chen Peng & Maochao Xu & Shouhuai Xu & Taizhong Hu, 2017. "Modeling and predicting extreme cyber attack rates via marked point processes," Journal of Applied Statistics, Taylor & Francis Journals, vol. 44(14), pages 2534-2563, October.
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    Cited by:

    1. Levitin, Gregory & Xing, Liudong & Xiang, Yanping, 2020. "Optimal early warning defense of N-version programming service against co-resident attacks in cloud system," Reliability Engineering and System Safety, Elsevier, vol. 201(C).
    2. Zhang, Xiaoyu & Xu, Maochao & Da, Gaofeng & Zhao, Peng, 2021. "Ensuring confidentiality and availability of sensitive data over a network system under cyber threats," Reliability Engineering and System Safety, Elsevier, vol. 214(C).
    3. Levitin, Gregory & Xing, Liudong & Dai, Yuanshun, 2022. "Co-residence based data theft game in cloud system with virtual machine replication and cancellation," Reliability Engineering and System Safety, Elsevier, vol. 222(C).
    4. Levitin, Gregory & Xing, Liudong & Xiang, Yanping, 2021. "Minimization of Expected User Losses Considering Co-resident Attacks in Cloud System with Task Replication and Cancellation," Reliability Engineering and System Safety, Elsevier, vol. 214(C).
    5. Chen, Zhiwei & Hong, Dongpao & Cui, Weiwei & Xue, Weikang & Wang, Yao & Zhong, Jilong, 2023. "Resilience evaluation and optimal design for weapon system of systems with dynamic reconfiguration," Reliability Engineering and System Safety, Elsevier, vol. 237(C).
    6. Levitin, Gregory & Xing, Liudong & Dai, Yanshun, 2021. "Security and reliability of N-version cloud-based task solvers with individual version cancellation under data theft attacks," Reliability Engineering and System Safety, Elsevier, vol. 216(C).

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