Evaluation model of node importance in directed scale-free network based on cascade failure

In order to evaluate the importance of nodes in a directed scale-free network accurately,the protection strategy can be better implemented and the destruction resistance of the network can be improved.Considering the changes of node load and network connectivity before and after cascading failure,a...

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Main Authors: Haoran LIU, Xingqi WANG, Yujing DENG, Yuhua QIN
Format: Article
Language:zho
Published: Beijing Xintong Media Co., Ltd 2020-02-01
Series:Dianxin kexue
Subjects:
Online Access:http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2020042/
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author Haoran LIU
Xingqi WANG
Yujing DENG
Yuhua QIN
author_facet Haoran LIU
Xingqi WANG
Yujing DENG
Yuhua QIN
author_sort Haoran LIU
collection DOAJ
description In order to evaluate the importance of nodes in a directed scale-free network accurately,the protection strategy can be better implemented and the destruction resistance of the network can be improved.Considering the changes of node load and network connectivity before and after cascading failure,a directed scale-free network node importance evaluation model based on cascading failure was proposed.Firstly,a cascading failure model of directed network was established to deduce the load of nodes before failure.Then,a node importance evaluation model was constructed by combining the node load and its location during data transmission.Experimental results show that when the network is attacked selectively,the number of generated sub-graphs and the network robustness change more obviously after the failure of key nodes measured by the model,providing experimental data for specific applications.
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institution Kabale University
issn 1000-0801
language zho
publishDate 2020-02-01
publisher Beijing Xintong Media Co., Ltd
record_format Article
series Dianxin kexue
spelling doaj-art-6d29ea6e87294d9d94272af9d0d83f342025-01-15T03:01:05ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012020-02-0136435159584636Evaluation model of node importance in directed scale-free network based on cascade failureHaoran LIUXingqi WANGYujing DENGYuhua QINIn order to evaluate the importance of nodes in a directed scale-free network accurately,the protection strategy can be better implemented and the destruction resistance of the network can be improved.Considering the changes of node load and network connectivity before and after cascading failure,a directed scale-free network node importance evaluation model based on cascading failure was proposed.Firstly,a cascading failure model of directed network was established to deduce the load of nodes before failure.Then,a node importance evaluation model was constructed by combining the node load and its location during data transmission.Experimental results show that when the network is attacked selectively,the number of generated sub-graphs and the network robustness change more obviously after the failure of key nodes measured by the model,providing experimental data for specific applications.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2020042/wireless sensor networkdirected scale-freenode importancecascade failurethe evaluation matrix
spellingShingle Haoran LIU
Xingqi WANG
Yujing DENG
Yuhua QIN
Evaluation model of node importance in directed scale-free network based on cascade failure
Dianxin kexue
wireless sensor network
directed scale-free
node importance
cascade failure
the evaluation matrix
title Evaluation model of node importance in directed scale-free network based on cascade failure
title_full Evaluation model of node importance in directed scale-free network based on cascade failure
title_fullStr Evaluation model of node importance in directed scale-free network based on cascade failure
title_full_unstemmed Evaluation model of node importance in directed scale-free network based on cascade failure
title_short Evaluation model of node importance in directed scale-free network based on cascade failure
title_sort evaluation model of node importance in directed scale free network based on cascade failure
topic wireless sensor network
directed scale-free
node importance
cascade failure
the evaluation matrix
url http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2020042/
work_keys_str_mv AT haoranliu evaluationmodelofnodeimportanceindirectedscalefreenetworkbasedoncascadefailure
AT xingqiwang evaluationmodelofnodeimportanceindirectedscalefreenetworkbasedoncascadefailure
AT yujingdeng evaluationmodelofnodeimportanceindirectedscalefreenetworkbasedoncascadefailure
AT yuhuaqin evaluationmodelofnodeimportanceindirectedscalefreenetworkbasedoncascadefailure