What network motifs tell us about resilience and reliability of complex networks

被引:87
作者
Dey, Asim K. [1 ]
Gel, Yulia R. [1 ]
Poor, H. Vincent [2 ]
机构
[1] Univ Texas Dallas, Dept Math Sci, Richardson, TX 75080 USA
[2] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
关键词
complex networks; network resilience; multivariate reliability; network motifs; data depth; DATA DEPTH; POWER; VULNERABILITY;
D O I
10.1073/pnas.1819529116
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Network motifs are often called the building blocks of networks. Analysis of motifs has been found to be an indispensable tool for understanding local network structure, in contrast to measures based on node degree distribution and its functions that primarily address a global network topology. As a result, networks that are similar in terms of global topological properties may differ noticeably at a local level. This phenomenon of the impact of local structure has been recently documented in network fragility analysis and classification. At the same time, many studies of networks still tend to focus on global topological measures, often failing to unveil hidden mechanisms behind vulnerability of real networks and their dynamic response to malfunctions. In this paper, a study of motif-based analysis of network resilience and reliability under various types of intentional attacks is presented, with the goal of shedding light on local dynamics and vulnerability of networks. These methods are demonstrated on electricity transmission networks of 4 European countries, and the results are compared with commonly used resilience and reliability measures.
引用
收藏
页码:19368 / 19373
页数:6
相关论文
共 43 条
[1]   Review of major approaches to analyze vulnerability in power system [J].
Abedi, Amin ;
Gaudard, Ludovic ;
Romerio, Franco .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2019, 183 :153-172
[2]  
Akcora Cuneyt G., 2018, Advances in Knowledge Discovery and Data Mining. 22nd Pacific-Asia Conference, PAKDD 2018. Proceedings: LNAI 10939, P765, DOI 10.1007/978-3-319-93040-4_60
[3]   Error and attack tolerance of complex networks [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 2000, 406 (6794) :378-382
[4]  
[Anonymous], ARXIV170806738
[5]  
[Anonymous], 2003, SERIES QUALITY RELIA
[6]  
Boland P., 2002, SERIES QUALITY RELIA, V7, P89
[7]  
Boland P.J., 2004, International Series in Operations Research & Management Science, V67, P3, DOI [DOI 10.1007/978-1-4419-9021-1_1, 10.1007/978-1-4419-9021-1_1]
[8]   ROOTS OF THE RELIABILITY POLYNOMIAL [J].
BROWN, JI ;
COLBOURN, CJ .
SIAM JOURNAL ON DISCRETE MATHEMATICS, 1992, 5 (04) :571-585
[9]   Resilience of the Internet to random breakdowns [J].
Cohen, R ;
Erez, K ;
ben-Avraham, D ;
Havlin, S .
PHYSICAL REVIEW LETTERS, 2000, 85 (21) :4626-4628
[10]  
Coolen F. P. A., 2012, GEN SIGNATURE SYSTEM