Supercomputer Simulation of Critical Phenomena in Complex Social Systems

Peter M.A Sloot , Janusz Hołyst , George Kampis , Michael H. Lees , Sergey A. Mityagin , Sergey V. Ivanov , Klavdiya O. Bochenina , Valentina Y. Guleva , Ksenia D. Mukhina , Denis A. Nasonov , Nikolay A. Butakov , Vasiliy N. Leonenko , Anastasia A. Lantseva , Alexander V. Boukhanovsky

Abstract

The paper describes a problem of computer simulation of critical phenomena in complex social systems on a petascale computing systems in frames of complex networks approach. The three-layer system of nested models of complex networks is proposed including aggregated analytical model to identify critical phenomena, detailed model of individualized network dynamics and model to adjust a topological structure of a complex network. The scalable parallel algorithm covering all layers of complex networks simulation is proposed. Performance of the algorithm is studied on different supercomputing systems. The issues of software and information infrastructure of complex networks simulation are discussed including organization of distributed calculations, crawling the data in social networks and results visualization. The applications of developed methods and technologies are considered including simulation of criminal networks disruption, fast rumors spreading in social networks, evolution of financial networks and epidemics spreading.
Author Peter M.A Sloot
Peter M.A Sloot,,
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, Janusz Hołyst (FP / LPESS)
Janusz Hołyst,,
- Center of Physics in Economics and Social Sciences
, George Kampis
George Kampis,,
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, Michael H. Lees
Michael H. Lees,,
-
, Sergey A. Mityagin
Sergey A. Mityagin,,
-
, Sergey V. Ivanov
Sergey V. Ivanov,,
-
, Klavdiya O. Bochenina
Klavdiya O. Bochenina,,
-
, Valentina Y. Guleva
Valentina Y. Guleva,,
-
, Ksenia D. Mukhina
Ksenia D. Mukhina,,
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, Denis A. Nasonov
Denis A. Nasonov,,
-
et al.`
Journal seriesScientific and Technical Journal of Information Technologies, Mechanics and Optic, ISSN 2226-1494, e-ISSN 2500-0373, (0 pkt)
Issue year2016
Vol16
No6
Pages967-995
Publication size in sheets1.4
Keywords in Englishсritical phenomena, complex networks, supercomputer simulation, dynamical processes, parallel algorithm, epidemics spreading, criminal networks, financial networks
DOIDOI:10.17586/2226-1494-2016-16-6-967-995
URL http://ntv.ifmo.ru/file/article/16373.pdf
Languageru rosyjski
Score (nominal)5
ScoreMinisterial score = 0.0, 05-09-2019, ArticleFromJournal
Ministerial score (2013-2016) = 5.0, 05-09-2019, ArticleFromJournal
Citation count*1 (2019-11-13)
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