Detection of cyber attacks on smart grids

被引:0
|
作者
Aditi Kar Gangopadhyay
Tanay Sheth
Tanmoy Kanti Das
Sneha Chauhan
机构
[1] Indian Institute of Technology Roorkee,Department of Mathematics
[2] BITS Pilani Goa Campus,Department of Computer Application
[3] National Institute of Technology Raipur,Department of Computer Science and Engineering
[4] Indian Institute of Technology Roorkee,Department of Computer Science and Engineering
[5] National Institute of Technology Uttarakhand,undefined
来源
关键词
Logical analysis of numerical data (LAD); Power attack systems; ML; Python; Classification;
D O I
10.1007/s43674-022-00042-y
中图分类号
学科分类号
摘要
The paper analyzes observations using a logic-based numerical methodology in Python. The Logical Analysis of Data (LAD) specializes in selecting a minimal number of features and finding unique patterns within it to distinguish ‘positive’ from ‘negative’ observations. The Python implementation of the classification model is further improved by introducing adaptations to pattern generation techniques. Finally, a case study of the Power Attack Systems Dataset used to improvise Smart Grid technology is performed to explore real-life applications of the classification model and analyze its performance against commonly used techniques.
引用
下载
收藏
相关论文
共 50 条
  • [31] Cyber Security Analysis of DoS and MitM Attacks Against PLCs Used in Smart Grids
    Yilmaz, Ercan Nurcan
    Sayan, H. Huseyin
    Ustunsoy, Furkan
    Gonen, Serkan
    Karacayilmaz, Gokce
    2019 7TH INTERNATIONAL ISTANBUL SMART GRIDS AND CITIES CONGRESS AND FAIR (ICSG ISTANBUL 2019), 2019, : 36 - 40
  • [32] Review of Cyber-Physical Attacks in Smart Grids: A System-Theoretic Perspective
    Liberati, Francesco
    Garone, Emanuele
    Di Giorgio, Alessandro
    ELECTRONICS, 2021, 10 (10)
  • [33] A Best-Effort Damage Mitigation Model for Cyber-Attacks on Smart Grids
    Ashrafuzzaman, Mohammad
    Jamil, Hasan M.
    Chakhchoukh, Yacine
    Sheldon, Frederick T.
    2018 IEEE 42ND ANNUAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE (COMPSAC 2018), VOL 2, 2018, : 510 - 515
  • [34] Cyber Attacks, Detection and Protection in Smart Grid State Estimation
    Zhou, Yi
    Miao, Zhixin
    2016 North American Power Symposium (NAPS), 2016,
  • [35] Distributed Quickest Detection of Cyber-Attacks in Smart Grid
    Kurt, Mehmet Necip
    Yilmaz, Yasin
    Wang, Xiaodong
    IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2018, 13 (08) : 2015 - 2030
  • [36] Distributed Joint Cyber Attack Detection and State Recovery in Smart Grids
    Tajer, Ali
    Kar, Soummyar
    Poor, H. Vincent
    Cui, Shuguang
    2011 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2011,
  • [37] On specification-based cyber-attack detection in smart grids
    Sen Ö.
    van der Velde D.
    Lühman M.
    Sprünken F.
    Hacker I.
    Ulbig A.
    Andres M.
    Henze M.
    Energy Informatics, 2022, 5 (Suppl 1)
  • [38] Observer-based cyber attack detection and isolation in smart grids
    Luo, Xiaoyuan
    Yao, Qian
    Wang, Xinyu
    Guan, Xinping
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2018, 101 : 127 - 138
  • [39] Detection of Cyber Attacks Against Voltage Control in Distribution Power Grids With PVs
    Isozaki, Yasunori
    Yoshizawa, Shinya
    Fujimoto, Yu
    Ishii, Hideaki
    Ono, Isao
    Onoda, Takashi
    Hayashi, Yasuhiro
    IEEE TRANSACTIONS ON SMART GRID, 2016, 7 (04) : 1824 - 1835
  • [40] Novel cyber-physical collaborative detection and localization method against dynamic load altering attacks in smart energy grids
    Xinyu Wang
    Xiangjie Wang
    Xiaoyuan Luo
    Xinping Guan
    Shuzheng Wang
    Global Energy Interconnection, 2024, 7 (03) : 362 - 376