A Data-Driven Detection strategy of False Data in Cooperative DC Microgrids

被引：1
|
作者：
Yang, Yixian [1 ]
Guo, Li [1 ]
Li, Xialin [1 ]
Li, Jiaxin [1 ]
Liu, Wei [2 ]
He, Huihui [2 ]
机构：
[1] Tianjin Univ, Minist Educ, Key Lab Smart Grid, Tianjin, Peoples R China
[2] Natl Univ Def Technol, Coll Syst Engn, Hunan Key Lab Multienergy Syst Intelligent Interc, Changsha, Peoples R China
来源：
IECON 2021 - 47TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY | 2021年
基金：
国家重点研发计划;
关键词：
DC microgrids; distributed control; cyber physical system; false data injection attack; data-driven; CYBER-ATTACK DETECTION; NETWORKS;
D O I：
10.1109/IECON48115.2021.9589318
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Distributed cooperative control strategies of DC microgrids (DCMG) reduce the detriment of communication delays, packet loss and link failure compared with centralized control. However, they are vulnerary to cyber-attacks. The operating objectives can be deviated by false data. Firstly, the adverse effects of false data are explained and modeled. A data-driven strategy based on linear regression is then proposed to remove the false data by offline learning and online judging of the transient process in DCMG without affecting the dynamic response. It successfully solves the problem of parameter selection of resilient control. Finally, the detection strategy is verified by detailed time-domain simulation.
引用
收藏
页数：6
相关论文
共 50 条
  • [31] Data-Driven Distributed Reactive Power Sharing in Microgrids
    Madani, Seyed Sohail
    Karimi, Alireza
    2019 IEEE 58TH CONFERENCE ON DECISION AND CONTROL (CDC), 2019, : 7512 - 7517
  • [32] Data-Driven LPV Controller Design for Islanded Microgrids
    Madani, Seyed Sohail
    Karimi, Alireza
    IFAC PAPERSONLINE, 2021, 54 (07): : 433 - 438
  • [33] A Dynamic Data-Driven Approach for Operation Planning of Microgrids
    Shi, Xiaoran
    Damgacioglu, Haluk
    Celik, Nurcin
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2015 COMPUTATIONAL SCIENCE AT THE GATES OF NATURE, 2015, 51 : 2543 - 2552
  • [34] A Data-Driven Optimisation Model for Designing Islanded Microgrids
    Nakiganda, Agnes M.
    Dehghan, Shahab
    Aristidou, Petros
    2022 17TH INTERNATIONAL CONFERENCE ON PROBABILISTIC METHODS APPLIED TO POWER SYSTEMS (PMAPS), 2022,
  • [35] A Data-Driven Based Voltage Control Strategy for DC-DC Converters: Application to DC Microgrid
    Rouzbehi, Kumars
    Miranian, Arash
    Manuel Escano, Juan
    Rakhshani, Elyas
    Shariati, Negin
    Pouresmaeil, Edris
    ELECTRONICS, 2019, 8 (05):
  • [36] Resilient Event-Driven Distributed Control for DC Microgrids Against False Data Injection Attacks
    Annavaram, Devakumar
    Mishra, Sukumar
    Pullaguram, Deepak
    IEEE TRANSACTIONS ON SMART GRID, 2024, 15 (06) : 5358 - 5372
  • [37] Data-Driven Road Detection
    Alvarez, Jose M.
    Salzmann, Mathieu
    Barnes, Nick
    2014 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV), 2014, : 1134 - 1141
  • [38] An Efficient Data-Driven False Data Injection Attack in Smart Grids
    Wen, Fuxi
    Liu, Wei
    2018 IEEE 23RD INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2018,
  • [39] Spatio-temporal data-driven detection of false data injection attacks in power distribution systems
    Musleh, Ahmed S.
    Chen, Guo
    Dong, Zhao Yang
    Wang, Chen
    Chen, Shiping
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2023, 145
  • [40] Data-Driven False Data-Injection Attack Design and Detection in Cyber-Physical Systems
    Zhao, Zhengen
    Huang, Yimin
    Zhen, Ziyang
    Li, Yuzhe
    IEEE TRANSACTIONS ON CYBERNETICS, 2021, 51 (12) : 6179 - 6187
12345