Tabu Search enhances network robustness under targeted attacks

被引:8
作者
Sun, Shi-wen [1 ]
Ma, Yi-lin
Li, Rui-qi
Wang, Li
Xia, Cheng-yi
机构
[1] Tianjin Univ Technol, Minist Educ, Key Lab Comp Vis & Syst, Tianjin 300384, Peoples R China
基金
中国国家自然科学基金;
关键词
Network robustness; Attack; Combinatorial optimization; Tabu Search; Complex networks; COMPLEX NETWORKS; OPTIMIZATION; EMERGENCE; INTERNET; FAILURES;
D O I
10.1016/j.physa.2015.10.086
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We focus on the optimization of network robustness with respect to intentional attacks on high-degree nodes. Given an existing network, this problem can be considered as a typical single-objective combinatorial optimization problem. Based on the heuristic Tabu Search optimization algorithm, a link-rewiring method is applied to reconstruct the network while keeping the degree of every node unchanged. Through numerical simulations, BA scale free network and two real-world networks are investigated to verify the effectiveness of the proposed optimization method. Meanwhile, we analyze how the optimization affects other topological properties of the networks, including natural connectivity, clustering coefficient and degree-degree correlation. The current results can help to improve the robustness of existing complex real-world systems, as well as to provide some insights into the design of robust networks. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:82 / 91
页数:10
相关论文
共 42 条
[1]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[2]   Error and attack tolerance of complex networks [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 2000, 406 (6794) :378-382
[3]  
[Anonymous], PHYS REV E
[4]  
[Anonymous], Pajek datasets
[5]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[6]   Resilience of public transport networks against attacks [J].
Berche, B. ;
von Ferber, C. ;
Holovatch, T. ;
Holovatch, Yu. .
EUROPEAN PHYSICAL JOURNAL B, 2009, 71 (01) :125-137
[7]   Complex networks: Structure and dynamics [J].
Boccaletti, S. ;
Latora, V. ;
Moreno, Y. ;
Chavez, M. ;
Hwang, D. -U. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2006, 424 (4-5) :175-308
[8]   The structure and dynamics of multilayer networks [J].
Boccaletti, S. ;
Bianconi, G. ;
Criado, R. ;
del Genio, C. I. ;
Gomez-Gardenes, J. ;
Romance, M. ;
Sendina-Nadal, I. ;
Wang, Z. ;
Zanin, M. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2014, 544 (01) :1-122
[9]   Catastrophic cascade of failures in interdependent networks [J].
Buldyrev, Sergey V. ;
Parshani, Roni ;
Paul, Gerald ;
Stanley, H. Eugene ;
Havlin, Shlomo .
NATURE, 2010, 464 (7291) :1025-1028
[10]   Network robustness and fragility: Percolation on random graphs [J].
Callaway, DS ;
Newman, MEJ ;
Strogatz, SH ;
Watts, DJ .
PHYSICAL REVIEW LETTERS, 2000, 85 (25) :5468-5471