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Data-Driven and Low-Sparsity False Data Injection Attacks in Smart Grid
Joint Authors
Tian, Jiwei
Wang, Buhong
Li, Xia
Source
Security and Communication Networks
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-09-26
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Information Technology and Computer Science
Abstract EN
Recent researches on data-driven and low-sparsity data injection attacks have been presented, respectively.
To combine the two main goals (data-driven and low-sparsity) of research, this paper presents a data-driven and low-sparsity false data injection attack strategy.
The proposed attacking strategy (EID: Eliminate-Infer-Determine) is divided into three stages.
In the first step, the intercepted data is preprocessed by sparse optimization techniques to eliminate the outliers.
The recovered data is then exploited to learn about the system matrix based on the parallel factorization algorithm in the second step.
In the third step, the approximated system matrix is applied for the design of sparse attack vector based on the convex optimization.
The simulation results show that the EID attack strategy achieves a better performance than the improved ICA-based attack strategy in constructing perfect sparse attack vectors.
What is more, data-driven implementation of the proposed strategy is also presented which ensures attack performance even without the prior information of the system.
American Psychological Association (APA)
Tian, Jiwei& Wang, Buhong& Li, Xia. 2018. Data-Driven and Low-Sparsity False Data Injection Attacks in Smart Grid. Security and Communication Networks،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1214405
Modern Language Association (MLA)
Tian, Jiwei…[et al.]. Data-Driven and Low-Sparsity False Data Injection Attacks in Smart Grid. Security and Communication Networks No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1214405
American Medical Association (AMA)
Tian, Jiwei& Wang, Buhong& Li, Xia. Data-Driven and Low-Sparsity False Data Injection Attacks in Smart Grid. Security and Communication Networks. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1214405
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214405