Real-world case studies for a process-aware IDS

The transition to sustainable energy increasingly relies on robust communication infrastructure to monitor, control, and optimize energy distribution. Supervisory Control and Data Acquisition (SCADA) networks manage these processes, transmitting sensor data and control commands. However, integrating (smart) communication systems into an ageing existing communication infrastructure introduces vulnerabilities to cyber-attacks, such as false data injection and man-in-the-middle attacks. Although recent advancements in Intrusion Detection Systems (IDS) for SCADA networks show potential in detecting domain-specific threats, testing has largely been confined to simulations due to the nature of critical infrastructure. This paper presents two real-world case studies using actual grid data, where a process-aware IDS solution is tailored to specific network topologies. The result effectively detects various cyber-attacks, including those targeting critical devices like transformers. This work marks a crucial step toward practical deployment, emphasizing the need for a gradual transition from simulation to real-world validation to ensure the safety and reliability of critical grid infrastructure.

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Institutions

Publication Details

Journal
Energy Informatics
Published
2025-06-17
DOI
https://doi.org/10.1186/s42162-025-00545-1
Citations
2
Primary Topic
Smart Grid Security and Resilience
Type
article
Field-Weighted Citation Impact
2.43

Funders

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article

Real-world case studies for a process-aware IDS

Johann L. Hurink, Verena Menzel, Anne Remke
2 citations
Energy Informatics
Smart Grid Security and Resilience
2.43
article

Real-world case studies for a process-aware IDS

Johann L. Hurink, Verena Menzel, Anne Remke
article en
2 citations

Abstract

The transition to sustainable energy increasingly relies on robust communication infrastructure to monitor, control, and optimize energy distribution. Supervisory Control and Data Acquisition (SCADA) networks manage these processes, transmitting sensor data and control commands. However, integrating (smart) communication systems into an ageing existing communication infrastructure introduces vulnerabilities to cyber-attacks, such as false data injection and man-in-the-middle attacks. Although recent advancements in Intrusion Detection Systems (IDS) for SCADA networks show potential in detecting domain-specific threats, testing has largely been confined to simulations due to the nature of critical infrastructure. This paper presents two real-world case studies using actual grid data, where a process-aware IDS solution is tailored to specific network topologies. The result effectively detects various cyber-attacks, including those targeting critical devices like transformers. This work marks a crucial step toward practical deployment, emphasizing the need for a gradual transition from simulation to real-world validation to ensure the safety and reliability of critical grid infrastructure.

Energy InformaticsVol. 8(1)
University of Münster (DE), FH Münster University of Applied Sciences (DE), University of Twente (NL)
Nederlandse Organisatie voor Wetenschappelijk Onderzoek
Industry, innovation and infrastructure
Openalex Percentile: Top 11%
Smart Grid Security and Resilience
2.43
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