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Fast Algorithm for Cyber-Attack Estimation and Attack Path Extraction Using Attack Graphs with AND/OR Nodes.

Authors :
Levner, Eugene
Tsadikovich, Dmitry
Source :
Algorithms. Nov2024, Vol. 17 Issue 11, p504. 24p.
Publication Year :
2024

Abstract

This paper studies the security issues for cyber–physical systems, aimed at countering potential malicious cyber-attacks. The main focus is on solving the problem of extracting the most vulnerable attack path in a known attack graph, where an attack path is a sequence of steps that an attacker can take to compromise the underlying network. Determining an attacker's possible attack path is critical to cyber defenders as it helps identify threats, harden the network, and thwart attacker's intentions. We formulate this problem as a path-finding optimization problem with logical constraints represented by AND and OR nodes. We propose a new Dijkstra-type algorithm that combines elements from Dijkstra's shortest path algorithm and the critical path method. Although the path extraction problem is generally NP-hard, for the studied special case, the proposed algorithm determines the optimal attack path in polynomial time, O (n m) , where n is the number of nodes and m is the number of edges in the attack graph. To our knowledge this is the first exact polynomial algorithm that can solve the path extraction problem for different attack graphs, both cycle-containing and cycle-free. Computational experiments with real and synthetic data have shown that the proposed algorithm consistently and quickly finds optimal solutions to the problem. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19994893
Volume :
17
Issue :
11
Database :
Academic Search Index
Journal :
Algorithms
Publication Type :
Academic Journal
Accession number :
181163582
Full Text :
https://doi.org/10.3390/a17110504