False Data Injection Attacks With Incomplete Network Topology Information in Smart Grid
False data injection (FDI) attack causes a disadvantage to the safety of a power system. In the past, the adversary launching FDI attack mostly needed the complete network topology information of the power system and a large amount of measurements. However, the reality is that the adversary has limi...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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IEEE
2019-01-01
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| Series: | IEEE Access |
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/8581440/ |
| _version_ | 1819179453883875328 |
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| author | Yuancheng Li Yuanyuan Wang |
| author_facet | Yuancheng Li Yuanyuan Wang |
| author_sort | Yuancheng Li |
| collection | DOAJ |
| description | False data injection (FDI) attack causes a disadvantage to the safety of a power system. In the past, the adversary launching FDI attack mostly needed the complete network topology information of the power system and a large amount of measurements. However, the reality is that the adversary has limited resources and can hardly manipulate massive measurements without being detected. This paper proposes a new method to form attack vector in the condition of incomplete system information. The proposed method first maps the restricted data into a new Jacobian matrix by a kernel-independent component analysis, then constructs the undetectable attack model, and finally, designs a less costly attack vector to accomplish the FDI attack. The experimental results on different IEEE buses with Matpower tool illustrate the validity of the proposed method. Additionally, the proposed method shows a relatively high success rate in the cases of different degrees of incomplete information and various quantities of manipulated data in different power systems. |
| first_indexed | 2024-12-22T21:58:42Z |
| format | Article |
| id | doaj.art-4a571f67f1a54af4b5e564aa7399f821 |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-22T21:58:42Z |
| publishDate | 2019-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-4a571f67f1a54af4b5e564aa7399f8212022-12-21T18:11:11ZengIEEEIEEE Access2169-35362019-01-0173656366410.1109/ACCESS.2018.28885828581440False Data Injection Attacks With Incomplete Network Topology Information in Smart GridYuancheng Li0Yuanyuan Wang1https://orcid.org/0000-0001-8289-1449School of Control and Computer Engineering, North China Electric Power University, Beijing, ChinaSchool of Control and Computer Engineering, North China Electric Power University, Beijing, ChinaFalse data injection (FDI) attack causes a disadvantage to the safety of a power system. In the past, the adversary launching FDI attack mostly needed the complete network topology information of the power system and a large amount of measurements. However, the reality is that the adversary has limited resources and can hardly manipulate massive measurements without being detected. This paper proposes a new method to form attack vector in the condition of incomplete system information. The proposed method first maps the restricted data into a new Jacobian matrix by a kernel-independent component analysis, then constructs the undetectable attack model, and finally, designs a less costly attack vector to accomplish the FDI attack. The experimental results on different IEEE buses with Matpower tool illustrate the validity of the proposed method. Additionally, the proposed method shows a relatively high success rate in the cases of different degrees of incomplete information and various quantities of manipulated data in different power systems.https://ieeexplore.ieee.org/document/8581440/False data injection attacksmart gridattack vectorincomplete informationstate estimation |
| spellingShingle | Yuancheng Li Yuanyuan Wang False Data Injection Attacks With Incomplete Network Topology Information in Smart Grid IEEE Access False data injection attack smart grid attack vector incomplete information state estimation |
| title | False Data Injection Attacks With Incomplete Network Topology Information in Smart Grid |
| title_full | False Data Injection Attacks With Incomplete Network Topology Information in Smart Grid |
| title_fullStr | False Data Injection Attacks With Incomplete Network Topology Information in Smart Grid |
| title_full_unstemmed | False Data Injection Attacks With Incomplete Network Topology Information in Smart Grid |
| title_short | False Data Injection Attacks With Incomplete Network Topology Information in Smart Grid |
| title_sort | false data injection attacks with incomplete network topology information in smart grid |
| topic | False data injection attack smart grid attack vector incomplete information state estimation |
| url | https://ieeexplore.ieee.org/document/8581440/ |
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