Cascading Critical Nodes Detection with Load Redistribution in Complex Systems

In complex networked systems, the failures of a few critical components will cause a large cascade of component failures because of operational dependencies between components, resulting in the breakdown of the network. Therefore, it is crucial to identify these critical nodes in the study of complex network vulnerability under cascading failure. Unfortunately, we show that this problem is NP-hard to be approximated within a ratio of \(O(n^{1-\epsilon })\). Accordingly, we design two approaches to solve this problem. The first one estimates the cascading potential of each node while the second one measures the cooperated impact of node failures under an ordered attack. Since smart-grids is an important complex networked infrastructure, we also demonstrate some safety setting for power grids using the designed algorithms.

[1]  E A Leicht,et al.  Suppressing cascades of load in interdependent networks , 2011, Proceedings of the National Academy of Sciences.

[2]  Ying-Cheng Lai,et al.  Attack vulnerability of scale-free networks due to cascading breakdown. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[3]  Kaikai Li,et al.  Analysis of Cascading Failure in Gene Networks , 2012, Front. Gene..

[4]  Van Jacobson,et al.  Congestion avoidance and control , 1988, SIGCOMM '88.

[5]  Haibo He,et al.  Risk-Aware Attacks and Catastrophic Cascading Failures in U.S. Power Grid , 2011, 2011 IEEE Global Telecommunications Conference - GLOBECOM 2011.

[6]  Albert-László Barabási,et al.  Error and attack tolerance of complex networks , 2000, Nature.

[7]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[8]  Vijay V. Vazirani,et al.  Approximation Algorithms , 2001, Springer Berlin Heidelberg.

[9]  Jian-Wei Wang,et al.  Cascade-based attack vulnerability on the US power grid. , 2009 .

[10]  Zhi-Xi Wu,et al.  Cascading failure spreading on weighted heterogeneous networks , 2008 .

[11]  Ivars Peterson,et al.  Fatal Defect: Chasing Killer Computer Bugs , 1995 .

[12]  Duncan J Watts,et al.  A simple model of global cascades on random networks , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[13]  Adilson E Motter,et al.  Cascade-based attacks on complex networks. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[14]  B. Bollobás The evolution of random graphs , 1984 .

[15]  Miroslav Chlebík,et al.  Complexity of approximating bounded variants of optimization problems , 2006, Theor. Comput. Sci..