Received:
2023-01-10 | Accepted:
2023-03-12 | Published:
2023-03-30
Title
Industrial Control Systems (ICS) cyber prediction model
Abstract
Acceleration of scientific and technical progress, speeding up of technological changes, IT process globalisation and integration of OT processes invoked new challenges in preparing cyber strategies. Issues with adapting strategy for a particular specificity, region and specific cyber-attacks are not applicable. Therefore, a natural need arises to adjust the process for future cyber-attacks. It should be noted that the vast majority of organisations still need to possess a strategy that has been developed in correlation with future cyber-attacks. A part of organisations, irrespective of the lack of methodology and necessary infrastructure at the initial stage, commenced applying strategic management methods as a more dynamic environment demanded adequate changes in the cyber security within the organisation itself. The organisation started to plan such changes because, at the initial stage of the strategic management theory development, the strategy was understood as a plan drawn up to achieve the set objectives, regardless of the future need. Implementing such strategic procedures is grounded on something other than scientific calculations and is often associated with excessive use of funds. Therefore, the main goal of this article is to determine how much the r-Interdiction Median Problem with Fortification (RIMF) module can be used as a model for deciding methods for protecting critical infrastructure systems.
Keywords
cyber security, fortification, critical infrastructure, r-Interdiction Median Problem with Fortification
JEL classifications
O38
URI
http://jssidoi.org/ird/article/127
DOI
Pages
86-96
Funding
The research was partly financed by project “The Impact of Technological Progress of Industry 4.0 on the Development and Value of Industrial Production Sector”ITPI4, No 09.3.3-LMT-K-712-19-0037 (2014-2020 Measure No. 9 of priority 9 "Education of society and increasing the potential of human resources" of the action program of investments of EU funds)
This is an open access issue and all published articles are licensed under a
Creative Commons Attribution 4.0 International License
References
Akbari-Jafarabadi, M., Tavakkoli-Moghaddam, R., Mahmoodjanloo, M., Rahimi, Y. (2017). A tri-level r-interdiction median model for a facility location problem under imminent attack. Computers & Industrial Engineering, 11, 151-165 https://doi.org/10.1016/j.cie.2017.10.003
Search via ReFindit
Aksen, D., Piyade, N., & Aras, N. (2010). The budget constrained r-interdiction median problem with capacity expansion. CEJOR Central European Journal of Operation Research, 18, 269-291. https://doi.org/10.1007/s10100-009-0110-6
Search via ReFindit
Almaleh, A., & Tipper, D. (2022). Risk-Based Criticality Assessment for Smart Critical Infrastructures. Infrastructures, 7(1), Article Number 3 https://doi.org/10.3390/infrastructures7010003
Search via ReFindit
Azaiez, N.V., & Bier, V.M. (2007). Optimal resource allocation for security in reliability systems. European Journal of Operational Research, 181, 2(1), 773-786. https://doi.org/10.1016/j.ejor.2006.03.057
Search via ReFindit
Berman, O., Krass, D., & Menezes, M.B.C. (2007). Facility reliability issues in network p-median problems: strategic centralisation and co-location effects. Operations Research, 55(2), ii-397. https://doi.org/10.1287/opre.1060.0348
Search via ReFindit
Bitirgen, K., & Filik, U. (2023). A hybrid deep learning model for discrimination of physical disturbance and cyber-attack detection in smart grid. International Journal of Critical Infrastructure Protection, 40, Article Number 100582 https://doi.org/10.1016/j.ijcip.2022.100582
Search via ReFindit
Church, R.L. Scaparra, M.P., & Middlenton, R.S. (2004). Identifying critical infrastructure: The median and covering facility interdiction problems. Department of Geography, University of California, Santa Barbara. https://doi.org/10.1111/j.1467-8306.2004.00410.x
Search via ReFindit
Church, R.L., & Scaparra, M.P. (2005). Protecting critical assets: The r-interdiction median problem with fortification. KBS University of Kent.
Search via ReFindit
Grubesic, T. H., Matisziw, T. C., Murray, A. T., & Snediker, D. (2008). Comparative Approaches for Assessing Network Vulnerability. International Regional Science Review, 31(1), 88-112. https://doi.org/10.1177/0160017607308679
Search via ReFindit
Higle, J.L. (2005). Stochastic programming: optimisation when uncertainty matters. Tutorials in Operations Research. https://doi.org/10.1287/educ.1053.0016
Search via ReFindit
Jenelius, E., Westin, J., & Holmgren, J. (2010). Critical infrastructure protection under imperfect attacker perception. International Journal of Critical Infrastructure Protection, 3(1), 16-26. https://doi.org/10.1016/j.ijcip.2009.10.002
Search via ReFindit
Li, X., Kizito, R., & Paula, T.I. (2018). An agent-based simulation framework for supply chain disruptions and facility fortification. Proceedings of the 2018 Winter conference. Date of Conference: 09-12 December 2018 https://doi.org/10.1109/WSC.2018.8632475
Search via ReFindit
Liberatore, F., Scaparra, M.P., & Daskin, M. (2011). Analysis of facility protection strategies against an uncertain number of attacks: The stochastic R-interdiction median problem with fortification. Computers and Operation Research, 38(1), 357-366. https://doi.org/10.1016/j.cor.2010.06.002
Search via ReFindit
Liu, C., Fan, Y., & Ordonez, F. (2009). A two-stage stochastic programming model for transportation network protection. Computers and Operations Research, 36(5), 1582-1590. https://doi.org/10.1016/j.cor.2008.03.001
Search via ReFindit
Parvasi, S.P. Tavakkoli-Moghaddam, R., Bashirzadeh, R., Taleizadeh, A.A., & Baboli, A. (2020). Designing a model for service facility protection with a time horizon based on tri-level programming. Engineering Optimisation, 52(1), 90-105. https://doi.org/10.1080/0305215X.2019.1577408
Search via ReFindit
Roboredo, M.C., Pessoa, A.A., & Aizemberg, L. (2019). An exact approach for the r-interdiction median problem with fortification. Rairo-Operations Research, 53(2), 505-516. https://doi.org/10.1051/ro/2017060
Search via ReFindit
Scaparra, M.P., & Church, R.L. (2008). A bilevel mixed-integer program for critical infrastructure protection planning. Computers and Operation Research, 15(2-3), 99-127, https://doi.org/10.1016/j.cor.2006.09.019
Search via ReFindit
Snyder, L.V., & Daskin, M.S. (2005). Reliability models for facility location: the expected failure cost case. Transportation Science, 39(3), 289-441. https://doi.org/10.1287/trsc.1040.0107
Search via ReFindit
Somogyi, T., & Nagy, R. (2022). Some impacts of global warming on critical infrastructure protection - heat waves and the European financial sector. Insights into Regional Development, 4(4), 11-20. https://doi.org/10.9770/IRD.2022.4.4(1)
Search via ReFindit
Soto, R., Crawford, B., Vilches, J., Johnson, F., & Paredes, F. (2015). Heuristic Feasibility and Preprocessing for a Set Covering Solver Based on Firefly Optimization. In: Silhavy, R., Senkerik, R., Oplatkova, Z., Prokopova, Z., Silhavy, P. (eds) Artificial Intelligence Perspectives and Applications. Advances in Intelligent Systems and Computing, 347. Springer, Cham. https://doi.org/10.1007/978-3-319-18476-0_11
Search via ReFindit
Su, Y.M., Gao, H.Y., & Zhang, S.B. (2022). Hybrid Resource Allocation Scheme in Secure Intelligent Reflecting Surface-Assisted IoT. KSII Transactions on Internet and Information Systems, 16(10), 3256-3274. https://doi.org/10.3837/tiis.2022.10.003
Search via ReFindit
TvaronaviÄienÄ—, M., PlÄ—ta, T., Beretas, Ch.P., & LeleÅ¡ienÄ—, L. (2022). Analysis of the critical infrastructure cyber security policy. Insights into Regional Development, 4(1), 26-39 https://doi.org/10.9770/IRD.2022.4.1(2)
Search via ReFindit
Xiao, Y., Zhang, P.Y., Zhang, S., Zhou, S., Chang, W., &. Zhang, Y. (2019). Dynamic gaming case of the R-interdiction median problem with fortification and an MILP-Based solution approach. Sustainability, 12(2), 581. https://doi.org/10.3390/su12020581
Search via ReFindit
Zhang, J.T., Bagtzoglou, Y., Zhu, J., Li, B.K., & Zhang, W. (2023). Fragility-based system performance assessment of critical power infrastructure. Reliability Engineering & System Safety 232, Article Number109065 http://doi.org/10.1016/j.ress.2022.109065
Search via ReFindit
Zhang, K.K., Li, X.P., & Jin, M.Z. (2022). Efficient Solution Methods for a General r-Interdiction Median Problem with Fortification. Informs Journal on Computing, 34(2), 1272-1290. http://doi.org/10.1287/ijoc.2021.1111
Search via ReFindit
Zheng, K., & Albert, L.A. (2018). An exact algorithm for solving the bi-level facility interdiction and fortification problem. Operations Research Letters, 46(6), 573-578C. https://doi.org/10.1016/j.orl.2018.10.001
Search via ReFindit
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