False Data Injection Attacks on CSA-Based State Estimation in Smart Grid

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Citations (Scopus)

Abstract

Measurement devices are placed on the network in order to monitor and operate smart grids. The state of the system is estimated using the network model of the system and the measurement data set obtained from the measuring devices. However, with a cyber-attack, attackers False Data Injection (FDI) attack into the measurement data set. Therefore, the state estimation results of the system are not reliable. In this study, the state of the system is estimated by using the Crow Search Algorithm (CSA), which is one of the heuristic methods. And this study presents the effect of the FDI attack on the CSA-based state estimator to determine the optimal estimate for the system state. The attacker's FDI attack is tested as two different scenarios on the IEEE-9 bus test system. Firstly, it is assumed that the attacker performed an unstructured FDI attack, which has a simple structure. Secondly, it is assumed that the attacker performed a well-structured FDI attack. The Chi-square test method is used to determine whether false data is injected into the measurement data set. The results obtained by CSA-based state estimator show that an unstructured FDI attack can be detected as bad data, while a well-structured FDI attack cannot be detected. However, in both cases, the accuracy of the state estimation results decreases and it affects the analysis, operation and planning of the system.

Original languageEnglish
Title of host publicationIEEE Global Energy Conference, GEC 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages253-257
Number of pages5
ISBN (Electronic)9781665497510
DOIs
Publication statusPublished - 2022
Event2022 IEEE Global Energy Conference, GEC 2022 - Batman, Turkey
Duration: 26 Oct 202229 Oct 2022

Publication series

NameIEEE Global Energy Conference, GEC 2022

Conference

Conference2022 IEEE Global Energy Conference, GEC 2022
Country/TerritoryTurkey
CityBatman
Period26/10/2229/10/22

Bibliographical note

Publisher Copyright:
© 2022 IEEE.

Keywords

  • crow search algorithm
  • cyber-attack
  • false data injection
  • state estimation

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