skip to main content
10.1145/3425329.3425387acmotherconferencesArticle/Chapter ViewAbstractPublication PageswsseConference Proceedingsconference-collections
research-article

Simulation Model for Cascading Failure in Complex Network: A Cellular Automata Approach

Published: 11 November 2020 Publication History

Abstract

In complex networks, there is a phenomenon of avalanche failures defined as cascading failures, caused by a few nodes randomly or deliberately and resulted in a significant number of nodes malfunction or the collapse of the entire network. To analyze the process of cascading failures, a method for simulation of cascading failures in complex networks based on cellular automata, a powerful calculation model in complex systems, is proposed in this paper. Through simulations in various scenarios, results show that cyber-attacks are more threatening than random failures. Also, random links in networks provide extra robustness when the scale of the network is large.

References

[1]
Jianwei Wang and L.-L. Rong, A model for cascading failures in scale-free networks with a breakdown probability, Physica A: Statistical Mechanics and its Applications, 2009, vol. 388, no. 7, pp. 1289--1298.
[2]
Yongxiang Xia, J. Fan, and D. Hill. Cascading failure in Watts-Strogatz small-world networks, Physica A, 2010, vol. 389, no. 6, pp. 1281--1285.
[3]
Jian Zhou, N. Huang, D. W. Coit, and F. A. Felder, Combined effects of load dynamics and dependence clusters on cascading failures in network systems, Reliability Engineering & System Safety, 2018, vol. 170, pp. 116--126.
[4]
J. Kari, Theory of cellular automata: A survey, Theoretical Computer Science, 2005, vol. 334, no. 1--3, pp. 3--33.
[5]
J. Esser and M. Schreckenberg, Microscopic simulation of urban traffic based on cellular automata, Int. J. Mod. Phys. C, 1997, vol. 8, no. 5, pp. 1025--1036.
[6]
Yurong Song, Guo-Ping Jiang, and Yiran Gu, \Modeling malware propagation in complex networks based on cellular automata, 2008 IEEE Asia Pacific Conference on Circuits and Systems, Macao, 2008, pp. 259--263.
[7]
Jiří Kroc, F. Jiménez-Morales, J. L. Guisado, and et al, Building efficient computational cellular automata models of complex systems: background, applications, results, software, and pathologies, Advances in Complex Systems. 2019, vol. 22(05), pp.280--289.
[8]
D. J. Watts, A simple model of global cascades on random networks, Proceedings of the National Academy of Sciences of the United States of America, 2002, vol. 99, no. 9, pp. 5766--5771.

Cited By

View all
  • (2025)Systematic review and future perspectives on cascading failures in Internet of Things: Modeling and optimizationReliability Engineering & System Safety10.1016/j.ress.2024.110582254(110582)Online publication date: Feb-2025
  • (2023)Complexity Science and Cyber Operations: A Literature SurveyComplex System Modeling and Simulation10.23919/CSMS.2023.00183:4(327-342)Online publication date: Dec-2023

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Other conferences
WSSE '20: Proceedings of the 2nd World Symposium on Software Engineering
September 2020
329 pages
ISBN:9781450387873
DOI:10.1145/3425329
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

In-Cooperation

  • Wuhan Univ.: Wuhan University, China
  • University of Electronic Science and Technology of China: University of Electronic Science and Technology of China

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 11 November 2020

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. Cascading failures
  2. Cellular automata
  3. Complex networks

Qualifiers

  • Research-article
  • Research
  • Refereed limited

Conference

WSSE 2020

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)2
  • Downloads (Last 6 weeks)0
Reflects downloads up to 01 Mar 2025

Other Metrics

Citations

Cited By

View all
  • (2025)Systematic review and future perspectives on cascading failures in Internet of Things: Modeling and optimizationReliability Engineering & System Safety10.1016/j.ress.2024.110582254(110582)Online publication date: Feb-2025
  • (2023)Complexity Science and Cyber Operations: A Literature SurveyComplex System Modeling and Simulation10.23919/CSMS.2023.00183:4(327-342)Online publication date: Dec-2023

View Options

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media