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A Topological Sensitive Node Importance Evaluation Method in Aerospace Information Networks
With the rapid development of communication technology and the diversification and rapid growth of network application demands, the requirements for the anti-destruction capability of information networks have also increased. Therefore, an efficient and accurate metric of the survivability of satell...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823593/ https://www.ncbi.nlm.nih.gov/pubmed/36616864 http://dx.doi.org/10.3390/s23010266 |
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author | Yang, Peng Hu, Shuang Zhou, Shijie Zhang, Jiaying |
author_facet | Yang, Peng Hu, Shuang Zhou, Shijie Zhang, Jiaying |
author_sort | Yang, Peng |
collection | PubMed |
description | With the rapid development of communication technology and the diversification and rapid growth of network application demands, the requirements for the anti-destruction capability of information networks have also increased. Therefore, an efficient and accurate metric of the survivability of satellite networks has become a hotspot of current research. Firstly, in this paper, we propose a transfer matrix-based spatial information network invulnerability evaluation algorithm. The algorithm draws the idea of a node deletion method to determine the initial importance of nodes and then establishes a formula for the importance transfer probability of the nodes. In addition, an evaluation algorithm of spatial information network invulnerability is obtained using the network structure entropy theory. Simulations show that our new evaluation algorithm based on the transfer matrix is more accurate compared to degree centricity, natural connectivity and other methods in evaluating the importance of the nodes. The proposed index can effectively reflect the change in the network topology and evaluate the network survivability. |
format | Online Article Text |
id | pubmed-9823593 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98235932023-01-08 A Topological Sensitive Node Importance Evaluation Method in Aerospace Information Networks Yang, Peng Hu, Shuang Zhou, Shijie Zhang, Jiaying Sensors (Basel) Article With the rapid development of communication technology and the diversification and rapid growth of network application demands, the requirements for the anti-destruction capability of information networks have also increased. Therefore, an efficient and accurate metric of the survivability of satellite networks has become a hotspot of current research. Firstly, in this paper, we propose a transfer matrix-based spatial information network invulnerability evaluation algorithm. The algorithm draws the idea of a node deletion method to determine the initial importance of nodes and then establishes a formula for the importance transfer probability of the nodes. In addition, an evaluation algorithm of spatial information network invulnerability is obtained using the network structure entropy theory. Simulations show that our new evaluation algorithm based on the transfer matrix is more accurate compared to degree centricity, natural connectivity and other methods in evaluating the importance of the nodes. The proposed index can effectively reflect the change in the network topology and evaluate the network survivability. MDPI 2022-12-27 /pmc/articles/PMC9823593/ /pubmed/36616864 http://dx.doi.org/10.3390/s23010266 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yang, Peng Hu, Shuang Zhou, Shijie Zhang, Jiaying A Topological Sensitive Node Importance Evaluation Method in Aerospace Information Networks |
title | A Topological Sensitive Node Importance Evaluation Method in Aerospace Information Networks |
title_full | A Topological Sensitive Node Importance Evaluation Method in Aerospace Information Networks |
title_fullStr | A Topological Sensitive Node Importance Evaluation Method in Aerospace Information Networks |
title_full_unstemmed | A Topological Sensitive Node Importance Evaluation Method in Aerospace Information Networks |
title_short | A Topological Sensitive Node Importance Evaluation Method in Aerospace Information Networks |
title_sort | topological sensitive node importance evaluation method in aerospace information networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823593/ https://www.ncbi.nlm.nih.gov/pubmed/36616864 http://dx.doi.org/10.3390/s23010266 |
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