Detail publikačního výsledku

Design and modeling approaches to cyberattacks for grid-tied PV systems

KHAN, M.; KURUKURU, V.

Originální název

Design and modeling approaches to cyberattacks for grid-tied PV systems

Anglický název

Design and modeling approaches to cyberattacks for grid-tied PV systems

Druh

Kapitola, resp. kapitoly v odborné knize

Originální abstrakt

This chapter provides a detailed understanding of physics- and data-oriented approaches for emulating cyberattack in a grid-connected system through FDI attacks. The physics-oriented tools are developed based on the graph model of the systems control architecture, whereas the data-oriented tools are based on the GT approach and GAN. The design process for all three approaches is carried out on the same system. The physics-oriented tools are identified to have an average FDIA accuracy of 75 to emulate the fault with long training times. Furthermore, the data-oriented approach with game theory has less training accuracy with less training time, and the GANs have the highest training accuracy of 99.4% with a training time of 1 min 36 s for 7 000 iterations. Besides, the GAN-based FDIA is also identified to have a maximum-likelihood ratio while emulating the cyberattack profile.

Anglický abstrakt

This chapter provides a detailed understanding of physics- and data-oriented approaches for emulating cyberattack in a grid-connected system through FDI attacks. The physics-oriented tools are developed based on the graph model of the systems control architecture, whereas the data-oriented tools are based on the GT approach and GAN. The design process for all three approaches is carried out on the same system. The physics-oriented tools are identified to have an average FDIA accuracy of 75 to emulate the fault with long training times. Furthermore, the data-oriented approach with game theory has less training accuracy with less training time, and the GANs have the highest training accuracy of 99.4% with a training time of 1 min 36 s for 7 000 iterations. Besides, the GAN-based FDIA is also identified to have a maximum-likelihood ratio while emulating the cyberattack profile.

Klíčová slova

Cyber-attack, False data injection attack, Power electronics converters, Photovoltaic systems

Klíčová slova v angličtině

Cyber-attack, False data injection attack, Power electronics converters, Photovoltaic systems

Autoři

KHAN, M.; KURUKURU, V.

Rok RIV

2023

Vydáno

09.09.2022

Nakladatel

IET

Místo

London, England

ISBN

9781839533327

Kniha

Cyber Security for Microgrids

Edice

Subham Sahoo, Frede Blaabjerg, Tomislav Dragicevic

Strany od

179

Strany do

201

Strany počet

23

URL

https://digital-library.theiet.org/content/books/10.1049/pbpo196e_ch9

BibTex

@inbook{BUT180753,
  author="V S Bharath {Kurukuru} and Mohammed Ali {Khan}",
  title="Design and modeling approaches to cyberattacks for grid-tied PV systems",
  booktitle="Cyber Security for Microgrids",
  year="2022",
  publisher="IET",
  address="London, England",
  series="Subham Sahoo, Frede Blaabjerg, Tomislav Dragicevic",
  edition="1",
  pages="179--201",
  doi="10.1049/pbpo196e\{_}ch9",
  isbn="9781839533327",
  url="https://digital-library.theiet.org/content/books/10.1049/pbpo196e_ch9"
}