Research on network attack analysis method based on attack graph of absorbing Markov chain

Existing intrusion path studies based on attack graph lack consideration of factors other than basic network environment information when calculating the state transition probability.In order to analyze the security of target network comprehensively and reasonably, a network attack analysis method b...

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Main Authors: Haiyan KANG, Molan LONG
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2023-02-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023002/
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author Haiyan KANG
Molan LONG
author_facet Haiyan KANG
Molan LONG
author_sort Haiyan KANG
collection DOAJ
description Existing intrusion path studies based on attack graph lack consideration of factors other than basic network environment information when calculating the state transition probability.In order to analyze the security of target network comprehensively and reasonably, a network attack analysis method based on attack graph of absorbing Markov chain was proposed.Firstly, a state transition probability normalization algorithm based on vulnerability life cycle was proposed based on attack graph.Secondly, the attack graph was mapped to the absorbing Markov chain and the state transition probability matrix was given.Finally, the state transition probability matrix was calculated to comprehensively analyze the node threat degree, attack path length and expected impact of the target network.The results show that the proposed method can effectively analyze the expected influence of node threat degree, attack path length and vulnerability life cycle on the whole network, which is helpful for security research personnel to better understand the security state of the network.
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institution Kabale University
issn 1000-436X
language zho
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publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-2c65942c46b8461eadf48dba113c1c442025-01-14T06:23:10ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2023-02-014412213559387165Research on network attack analysis method based on attack graph of absorbing Markov chainHaiyan KANGMolan LONGExisting intrusion path studies based on attack graph lack consideration of factors other than basic network environment information when calculating the state transition probability.In order to analyze the security of target network comprehensively and reasonably, a network attack analysis method based on attack graph of absorbing Markov chain was proposed.Firstly, a state transition probability normalization algorithm based on vulnerability life cycle was proposed based on attack graph.Secondly, the attack graph was mapped to the absorbing Markov chain and the state transition probability matrix was given.Finally, the state transition probability matrix was calculated to comprehensively analyze the node threat degree, attack path length and expected impact of the target network.The results show that the proposed method can effectively analyze the expected influence of node threat degree, attack path length and vulnerability life cycle on the whole network, which is helpful for security research personnel to better understand the security state of the network.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023002/attack graphabsorbing Markov chainvulnerability life cyclenetwork attacknetwork security analysis
spellingShingle Haiyan KANG
Molan LONG
Research on network attack analysis method based on attack graph of absorbing Markov chain
Tongxin xuebao
attack graph
absorbing Markov chain
vulnerability life cycle
network attack
network security analysis
title Research on network attack analysis method based on attack graph of absorbing Markov chain
title_full Research on network attack analysis method based on attack graph of absorbing Markov chain
title_fullStr Research on network attack analysis method based on attack graph of absorbing Markov chain
title_full_unstemmed Research on network attack analysis method based on attack graph of absorbing Markov chain
title_short Research on network attack analysis method based on attack graph of absorbing Markov chain
title_sort research on network attack analysis method based on attack graph of absorbing markov chain
topic attack graph
absorbing Markov chain
vulnerability life cycle
network attack
network security analysis
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2023002/
work_keys_str_mv AT haiyankang researchonnetworkattackanalysismethodbasedonattackgraphofabsorbingmarkovchain
AT molanlong researchonnetworkattackanalysismethodbasedonattackgraphofabsorbingmarkovchain