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Network Structural Vulnerability: A Multiobjective Attacker Perspective.

Authors :
Faramondi, Luca
Oliva, Gabriele
Panzieri, Stefano
Pascucci, Federica
Schlueter, Martin
Munetomo, Masaharu
Setola, Roberto
Source :
IEEE Transactions on Systems, Man & Cybernetics. Systems. Oct2019, Vol. 49 Issue 10, p2036-2049. 14p.
Publication Year :
2019

Abstract

In this paper, we provide a novel framework to assess the vulnerability/robustness of a network with respect to pair-wise nodes’ connectivity. In particular, we consider attackers that aim, at the same time, at dealing the maximum possible damage to the network in terms of the residual connectivity after the attack and at keeping the cost of the attack (e.g., the number of attacked nodes) at a minimum. Differently from the previous literature, we consider the attacker perspective using a multiobjective formulation and, rather than making hypotheses on the mindset of the attacker in terms of a particular tradeoff between the objectives, we consider the entire Pareto front of nondominated solutions. Based on that, we define novel global and local robustness/vulnerability indicators and we show that such indices can be the base for the implementation of effective protection strategies. Specifically, we propose two different problem formulations and we assess their performances. We conclude this paper by analyzing, as case studies, the IEEE118 power network and the U.S. Airline Network as it was in 1997, comparing the proposed approach against centrality measures. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21682216
Volume :
49
Issue :
10
Database :
Academic Search Index
Journal :
IEEE Transactions on Systems, Man & Cybernetics. Systems
Publication Type :
Academic Journal
Accession number :
138733137
Full Text :
https://doi.org/10.1109/TSMC.2018.2790438