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18 October 2024 Key nodes identification in communication networks based on multiview network reliability
Yu Pan, Yuchen Zhang, Li Cheng, Jingbo Huang, Feng Yao
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Proceedings Volume 13277, Sixth International Conference on Wireless Communications and Smart Grid (ICWCSG 2024); 1327704 (2024) https://doi.org/10.1117/12.3049419
Event: 2024 6th International Conference on Wireless Communications and Smart Grid, 2024, Sipsongpanna, China
Abstract
Identifying key nodes in communication networks is crucial for network security, fault diagnosis, and strategic deployment of critical nodes. In this paper, we construct a multi-view reliability assessment metric, which comprehensively considers the microscopic, mesoscopic, and macroscopic structures of networks, including end-to-end connectivity, interconnectivity between organizational structures, and overall network connectivity. Moreover, we are inspired by K-shell and propose a method for identifying key nodes based on network organizational structure. By employing the idea of node deletion, it analyzes the variation of network reliability after attacking network nodes, thus achieving key node discovery based on network reliability.
(2024) Published by SPIE. Downloading of the abstract is permitted for personal use only.
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Yu Pan, Yuchen Zhang, Li Cheng, Jingbo Huang, and Feng Yao "Key nodes identification in communication networks based on multiview network reliability", Proc. SPIE 13277, Sixth International Conference on Wireless Communications and Smart Grid (ICWCSG 2024), 1327704 (18 October 2024); https://doi.org/10.1117/12.3049419
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KEYWORDS
Reliability
Network security
Telecommunications
Computer security
Data communications
Mining
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