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Improving connectivity of compromised digital networks via algebraic connectivity maximisation

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  • Cheung, Kam-Fung
  • Bell, Michael G.H.

Abstract

Automation and digitalisation in the logistics industry enhance the performance of customer service, while sabotage of the digital logistics network adversely deteriorates the performance. Although precautionary strategies are implemented to protect critical assets in the digital logistics network, a high-level adversary can still penetrate the network and launch attacks inside the organisation. Thus, real-time recovery plays an important role in facing real-time cyberattacks. This paper proposes a novel max-min integer programming model subject to a budget constraint to improve network connectivity of a compromised digital logistics network via a strategy of maximising algebraic connectivity. Due to the NP-hardness of the maximisation problem, the optimal solution may not be found quickly. Thus, several heuristic algorithms, including greedy algorithms, tabu search and relaxed semidefinite programming (SDP) with rounding, are proposed. Verification of these heuristic algorithms is achieved by applying them, firstly to a hypothetical network, then to a large scale-free network which mimics a digital logistics network.

Suggested Citation

  • Cheung, Kam-Fung & Bell, Michael G.H., 2021. "Improving connectivity of compromised digital networks via algebraic connectivity maximisation," European Journal of Operational Research, Elsevier, vol. 294(1), pages 353-364.
  • Handle: RePEc:eee:ejores:v:294:y:2021:i:1:p:353-364
    DOI: 10.1016/j.ejor.2021.01.015
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    References listed on IDEAS

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    1. Smith, J. Cole & Song, Yongjia, 2020. "A survey of network interdiction models and algorithms," European Journal of Operational Research, Elsevier, vol. 283(3), pages 797-811.
    2. Doostmohammadi, Mahdi & Akartunalı, Kerem, 2018. "Valid inequalities for two-period relaxations of big-bucket lot-sizing problems: Zero setup case," European Journal of Operational Research, Elsevier, vol. 267(1), pages 86-95.
    3. Fred Glover, 1989. "Tabu Search---Part I," INFORMS Journal on Computing, INFORMS, vol. 1(3), pages 190-206, August.
    4. McKelvey Richard D. & Palfrey Thomas R., 1995. "Quantal Response Equilibria for Normal Form Games," Games and Economic Behavior, Elsevier, vol. 10(1), pages 6-38, July.
    5. Bell, Michael G.H. & Kurauchi, Fumitaka & Perera, Supun & Wong, Walter, 2017. "Investigating transport network vulnerability by capacity weighted spectral analysis," Transportation Research Part B: Methodological, Elsevier, vol. 99(C), pages 251-266.
    6. Juan S. Borrero & Oleg A. Prokopyev & Denis Sauré, 2019. "Sequential Interdiction with Incomplete Information and Learning," Operations Research, INFORMS, vol. 67(1), pages 72-89, January.
    7. Forough Enayaty-Ahangar & Laura A. Albert & Eric DuBois, 2020. "A survey of optimization models and methods for cyberinfrastructure security," IISE Transactions, Taylor & Francis Journals, vol. 53(2), pages 182-198, July.
    8. Zach DeSmit & Aditya U. Kulkarni & Christian Wernz, 2018. "Enhancing cyber-physical security in manufacturing through game-theoretic analysis," Cyber-Physical Systems, Taylor & Francis Journals, vol. 4(4), pages 232-259, October.
    9. Wei, P. & Chen, L. & Sun, D., 2014. "Algebraic connectivity maximization of an air transportation network: The flight routes’ addition/deletion problem," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 61(C), pages 13-27.
    10. Fred Glover, 1990. "Tabu Search—Part II," INFORMS Journal on Computing, INFORMS, vol. 2(1), pages 4-32, February.
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    Cited by:

    1. Suyuan Luo & Tsan‐Ming Choi, 2022. "E‐commerce supply chains with considerations of cyber‐security: Should governments play a role?," Production and Operations Management, Production and Operations Management Society, vol. 31(5), pages 2107-2126, May.

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