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A Genetic Algorithm for Enhancing the Robustness of Complex Networks through Link Protection

Contributo in Atti di convegno
Data di Pubblicazione:
2018
Abstract:
An important challenge in complex networks is the improvement of network robustness. Electrical networks, water/gas networks and telecommunication networks are representative examples of infrastructures distributing critical resources for our society that require high level of robustness. In this paper, we propose a method based on Genetic Algorithms to enhance network robustness focusing on the protection of the link whose removal would severely increase the effective graph resistance. Derived from the field of electric circuit analysis, effective graph resistance is a robustness measure that can be computed as a cumulative sum of the inverses of the N-1 largest eigenvalues of the Laplacian matrix associated with the network. Simulations on real-world and synthetic networks show that our method in most cases equals the exhaustive search and also outperforms other heuristic strategies.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
network robustness; genetic algorithm; graph resistance
Elenco autori:
Socievole, Annalisa; Pizzuti, Clara
Autori di Ateneo:
PIZZUTI CLARA
SOCIEVOLE ANNALISA
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/353499
Titolo del libro:
Complex networks and their applications
Pubblicato in:
STUDIES IN COMPUTATIONAL INTELLIGENCE (PRINT)
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