Приховані кібератаки на системи керування з використанням адаптивного методу оптимізації з м'якими обмеженнями

This paper presents a novel approach for designing stealthy cyberattacks on automated control systems of critical infrastructure. The core idea lies in employing an adaptive soft-constrained optimization method, which simultaneously maximizes the impact functional of the attacker while keeping the attacked trajectory within the invisibility range of a standard fault detection mechanism. The proposed approach is based on a variational problem formulation, the construction of adjoint equations, and a gradient-based procedure with dynamic penalty parameter updates. Numerical simulation is conducted on a second-order test dynamic system. The results demonstrate the algorithm's effectiveness and convergence, as well as the feasibility of generating a controlled attack that successfully bypasses WLS-based detection methods. The method can be used to test the resilience of industrial systems to cyber threats through security scenario modeling.

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Publication Details

Journal
Scientific periodicals of Ukraine
Published
2025-08-11
Primary Topic
Smart Grid Security and Resilience
Type
article
Field-Weighted Citation Impact
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article

Приховані кібератаки на системи керування з використанням адаптивного методу оптимізації з м'якими обмеженнями

Scientific periodicals of Ukraine
Smart Grid Security and Resilience
article

Приховані кібератаки на системи керування з використанням адаптивного методу оптимізації з м'якими обмеженнями

article en

Abstract

This paper presents a novel approach for designing stealthy cyberattacks on automated control systems of critical infrastructure. The core idea lies in employing an adaptive soft-constrained optimization method, which simultaneously maximizes the impact functional of the attacker while keeping the attacked trajectory within the invisibility range of a standard fault detection mechanism. The proposed approach is based on a variational problem formulation, the construction of adjoint equations, and a gradient-based procedure with dynamic penalty parameter updates. Numerical simulation is conducted on a second-order test dynamic system. The results demonstrate the algorithm's effectiveness and convergence, as well as the feasibility of generating a controlled attack that successfully bypasses WLS-based detection methods. The method can be used to test the resilience of industrial systems to cyber threats through security scenario modeling.

Scientific periodicals of Ukraine
National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute” (UA)
Industry, innovation and infrastructure
Openalex Percentile: Top 45%
Smart Grid Security and Resilience
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