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Stealthy False Data Injection Attack Using Improved Singular Value Decomposition in Smart Grid

  • Liqun Yang*
  • , Chunan Li
  • , Chaoren Wei
  • , Jian Yang
  • , Gang Qu
  • , Liang Zhang
  • , Yipeng Zhang
  • , Tongliang Li
  • *此作品的通讯作者
  • Beihang University
  • State Grid Corporation of China
  • North China University of Technology
  • Beijing Information Science & Technology University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Smart grid is a crucial Cyber-Physical system and is prone to cyber-attacks. In this paper, we propose a novel false data injection attack (FDIA) construction mechanism. Firstly, the measurements are preprocessed to eliminate the outliers caused by the system failure, communication failure and data missing. Then, the preprocessed measurements are decomposed into a multiplication of the unitary matrixes by the proposed improved Singular Value Decomposition (SVD) algorithm. To achieve more accurate decomposed matrix, we introduce the regularization constraints into the objective of SVD. At last, the FDIA is constructed based on the decomposed matrix in a sparse way. We assess the performance of the proposed FDIA with comprehensive simulations on IEEE 14- and 118-bus systems. The results indicate that the proposed FDIA can be performed in a stealthy and sparse way.

源语言英语
主期刊名Proceedings - 2024 7th International Conference on Information and Computer Technologies, ICICT 2024
出版商Institute of Electrical and Electronics Engineers Inc.
442-447
页数6
ISBN(电子版)9798350385625
DOI
出版状态已出版 - 2024
活动7th International Conference on Information and Computer Technologies, ICICT 2024 - Honolulu, 美国
期限: 15 3月 202417 3月 2024

出版系列

姓名Proceedings - 2024 7th International Conference on Information and Computer Technologies, ICICT 2024

会议

会议7th International Conference on Information and Computer Technologies, ICICT 2024
国家/地区美国
Honolulu
时期15/03/2417/03/24

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源

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