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Optimal defense of a distributed data storage system against hackers’ attacks

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  • Peng, Rui
  • Xiao, Hui
  • Guo, Jianjun
  • Lin, Chen

Abstract

Distributed data storage systems are widely used to store data with the development of big data and cloud computing. Due to the complicated network environment, the data may risk being destroyed or stolen by an intentional hacker. In order to mitigate the risk of data destruction and data theft, this paper studies the joint optimization of data parts allocation and computers protections to defense a distributed data storage system in order to maximize the system reliability. The whole data is divided into multiple data parts, where copies of each part can be made and allocated onto different computers. Two different cases are considered, where all data parts on a computer will be destroyed in the first case and all data parts on a computer will not only be destroyed but also stolen in the second case, if the computer is intruded by the hacker. The system is reliable if the defender still has all data parts and the hacker does not obtain all data parts. For both cases, the system reliability is evaluated by extending the universal generating function technique. Numerical examples are carried out to illustrate the applications.

Suggested Citation

  • Peng, Rui & Xiao, Hui & Guo, Jianjun & Lin, Chen, 2020. "Optimal defense of a distributed data storage system against hackers’ attacks," Reliability Engineering and System Safety, Elsevier, vol. 197(C).
    • Handle: RePEc:eee:reensy:v:197:y:2020:i:c:s0951832019310269
    DOI: 10.1016/j.ress.2020.106790
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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. Mo, Yuchang & Liu, Yu & Cui, Lirong, 2018. "Performability analysis of multi-state series-parallel systems with heterogeneous components," Reliability Engineering and System Safety, Elsevier, vol. 171(C), pages 48-56.
    4. Zhang, Haowei & Xie, Junwei & Ge, Jiaang & Zhang, Zhaojian & Zong, Binfeng, 2019. "A hybrid adaptively genetic algorithm for task scheduling problem in the phased array radar," European Journal of Operational Research, Elsevier, vol. 272(3), pages 868-878.
    5. Hausken, Kjell, 2017. "Defense and attack for interdependent systems," European Journal of Operational Research, Elsevier, vol. 256(2), pages 582-591.
    6. Lisnianski, Anatoly & Ding, Yi, 2009. "Redundancy analysis for repairable multi-state system by using combined stochastic processes methods and universal generating function technique," Reliability Engineering and System Safety, Elsevier, vol. 94(11), pages 1788-1795.
    7. Mo, Huadong & Xie, Min & Levitin, Gregory, 2015. "Optimal resource distribution between protection and redundancy considering the time and uncertainties of attacks," European Journal of Operational Research, Elsevier, vol. 243(1), pages 200-210.
    8. Xiang, Yanping & Levitin, Gregory, 2011. "Service task partition and distribution in star topology computer grid subject to data security constraints," Reliability Engineering and System Safety, Elsevier, vol. 96(11), pages 1507-1514.
    9. Hsieh, Chung-Chi, 2003. "Optimal task allocation and hardware redundancy policies in distributed computing systems," European Journal of Operational Research, Elsevier, vol. 147(2), pages 430-447, June.
    10. Kadri, Roubila Lilia & Boctor, Fayez F., 2018. "An efficient genetic algorithm to solve the resource-constrained project scheduling problem with transfer times: The single mode case," European Journal of Operational Research, Elsevier, vol. 265(2), pages 454-462.
    11. 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.
    12. Hausken, Kjell, 2007. "Information sharing among firms and cyber attacks," Journal of Accounting and Public Policy, Elsevier, vol. 26(6), pages 639-688.
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    Cited by:

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    5. Qiu, Qingan & Cui, Lirong & Wu, Bei, 2020. "Dynamic mission abort policy for systems operating in a controllable environment with self-healing mechanism," Reliability Engineering and System Safety, Elsevier, vol. 203(C).

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