Method for Extracting Patterns of Coordinated Network Attacks on Electric Power CPS Based on Temporal–Topological Correlation

In the analysis of coordinated network attacks on electric power cyber-physical system (CPS), it is difficult to restore the complete attack path, and the intent of the attack cannot be identified automatically. A method is therefore proposed for the extracting patterns of coordinated network attack...

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Main Authors: Lei Wang, Zhaoyang Qu, Yang Li, Kewei Hu, Jian Sun, Kai Xue, Mingshi Cui
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9042337/
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spelling doaj-f004e95027ed4cdf9e6c0fcf74f7dc992021-03-30T03:17:36ZengIEEEIEEE Access2169-35362020-01-018572605727210.1109/ACCESS.2020.29820579042337Method for Extracting Patterns of Coordinated Network Attacks on Electric Power CPS Based on Temporal–Topological CorrelationLei Wang0https://orcid.org/0000-0003-2907-636XZhaoyang Qu1https://orcid.org/0000-0001-7599-9531Yang Li2https://orcid.org/0000-0002-6515-4567Kewei Hu3https://orcid.org/0000-0002-8978-5152Jian Sun4https://orcid.org/0000-0002-2401-5106Kai Xue5https://orcid.org/0000-0001-5338-3824Mingshi Cui6https://orcid.org/0000-0003-3264-7661School of Electrical Engineering, Northeast Electric Power University, Jilin, ChinaSchool of Electrical Engineering, Northeast Electric Power University, Jilin, ChinaSchool of Electrical Engineering, Northeast Electric Power University, Jilin, ChinaState Grid Jilin Electric Power Co., Ltd., Changchun, ChinaState Grid Jilin Electric Power Co., Ltd., Changchun, ChinaState Grid Jilin Electric Power Co., Ltd., Changchun, ChinaState Grid East Inner Mongolia Electric Power Company, Hohhot, ChinaIn the analysis of coordinated network attacks on electric power cyber-physical system (CPS), it is difficult to restore the complete attack path, and the intent of the attack cannot be identified automatically. A method is therefore proposed for the extracting patterns of coordinated network attacks on electric power CPS based on temporal-topological correlation. First, the attack events are aggregated according to the alarm log of the cyber space, and a temporal-causal Bayesian network-based cyber attack recognition algorithm is proposed to parse out the cyber attack sequences of the same attacker. Then, according to the characteristic curves of different attack measurement data in physical space, a combination of physical attack event criteria algorithm is designed to distinguish the types of physical attack events. Finally, physical attack events and cyber attack sequences are matched via temporal-topological correlation, frequent patterns of attack sequences are extracted, and hidden multi-step attack patterns are found from scattered grid measurement data and information from alarm logs. The effectiveness and efficiency of the proposed method are verified by the testbed at Mississippi State University.https://ieeexplore.ieee.org/document/9042337/Cyber-physical systemattack patterntemporal-topological correlationfuzzy feature analysisfrequent pattern tree
collection DOAJ
language English
format Article
sources DOAJ
author Lei Wang
Zhaoyang Qu
Yang Li
Kewei Hu
Jian Sun
Kai Xue
Mingshi Cui
spellingShingle Lei Wang
Zhaoyang Qu
Yang Li
Kewei Hu
Jian Sun
Kai Xue
Mingshi Cui
Method for Extracting Patterns of Coordinated Network Attacks on Electric Power CPS Based on Temporal–Topological Correlation
IEEE Access
Cyber-physical system
attack pattern
temporal-topological correlation
fuzzy feature analysis
frequent pattern tree
author_facet Lei Wang
Zhaoyang Qu
Yang Li
Kewei Hu
Jian Sun
Kai Xue
Mingshi Cui
author_sort Lei Wang
title Method for Extracting Patterns of Coordinated Network Attacks on Electric Power CPS Based on Temporal–Topological Correlation
title_short Method for Extracting Patterns of Coordinated Network Attacks on Electric Power CPS Based on Temporal–Topological Correlation
title_full Method for Extracting Patterns of Coordinated Network Attacks on Electric Power CPS Based on Temporal–Topological Correlation
title_fullStr Method for Extracting Patterns of Coordinated Network Attacks on Electric Power CPS Based on Temporal–Topological Correlation
title_full_unstemmed Method for Extracting Patterns of Coordinated Network Attacks on Electric Power CPS Based on Temporal–Topological Correlation
title_sort method for extracting patterns of coordinated network attacks on electric power cps based on temporal–topological correlation
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description In the analysis of coordinated network attacks on electric power cyber-physical system (CPS), it is difficult to restore the complete attack path, and the intent of the attack cannot be identified automatically. A method is therefore proposed for the extracting patterns of coordinated network attacks on electric power CPS based on temporal-topological correlation. First, the attack events are aggregated according to the alarm log of the cyber space, and a temporal-causal Bayesian network-based cyber attack recognition algorithm is proposed to parse out the cyber attack sequences of the same attacker. Then, according to the characteristic curves of different attack measurement data in physical space, a combination of physical attack event criteria algorithm is designed to distinguish the types of physical attack events. Finally, physical attack events and cyber attack sequences are matched via temporal-topological correlation, frequent patterns of attack sequences are extracted, and hidden multi-step attack patterns are found from scattered grid measurement data and information from alarm logs. The effectiveness and efficiency of the proposed method are verified by the testbed at Mississippi State University.
topic Cyber-physical system
attack pattern
temporal-topological correlation
fuzzy feature analysis
frequent pattern tree
url https://ieeexplore.ieee.org/document/9042337/
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