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  4. Encryption-Aware Anomaly Detection in Power Grid Communication Networks
 
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2024
Conference Paper
Title

Encryption-Aware Anomaly Detection in Power Grid Communication Networks

Abstract
The shift to smart grids has made electrical power systems more vulnerable to sophisticated cyber threats. To protect these systems, holistic security measures that encompass preventive, detective, and reactive components are required, even with encrypted data. However, traditional intrusion detection methods struggle with encrypted traffic, our research focuses on the low-level communication layers of encrypted power grid systems to identify irregular patterns using statistics and machine learning. Our results indicate that a harmonic security concept based on encrypted traffic and anomaly detection is promising for smart grid security; however, further research is necessary to improve detection accuracy.
Author(s)
Sen, Ömer
Fraunhofer-Institut für Angewandte Informationstechnik FIT  
Akbari Gurabi, Mehdi  orcid-logo
Fraunhofer-Institut für Angewandte Informationstechnik FIT  
Deruelle, Milan
Rheinisch-Westfälische Technische Hochschule Aachen
Ulbig, Andreas  
Fraunhofer-Institut für Angewandte Informationstechnik FIT  
Decker, Stefan  
Fraunhofer-Institut für Angewandte Informationstechnik FIT  
Mainwork
IEEE Pes Innovative Smart Grid Technologies Europe Isgt Europe 2024
Funder
Bundesministerium für Bildung und Forschung  
Conference
2024 IEEE PES Innovative Smart Grid Technologies Europe Conference, ISGT EUROPE 2024
DOI
10.1109/ISGTEUROPE62998.2024.10863032
Language
English
Fraunhofer-Institut für Angewandte Informationstechnik FIT  
Keyword(s)
  • Cyberattack

  • Cybersecurity

  • Encryption

  • Intrusion Detection System

  • Smart Grid

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