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Toward the Integration of Cyber and Physical Security Monitoring Systems for Critical Infrastructures
Alessandro Fausto1, Giovanni Battista Gaggero1, Fabio Patrone1
1DITEN Department, University of Genoa, 16145 Genoa, Italy.
Protecting critical infrastructure (CI) requires integrating physical and cybersecurity data. Our machine learning approach enhances anomaly detection in power plants by correlating both domains, improving security beyond single-domain analysis.
Area of Science:
- Engineering
- Computer Science
- Cybersecurity
Background:
- Critical Infrastructures (CIs) are vulnerable to physical and cyber threats, leading to significant disruptions.
- Existing security measures often analyze physical and cyber domains separately, potentially missing complex threats.
Purpose of the Study:
- To develop and evaluate a novel approach for enhancing the security of critical infrastructures.
- To demonstrate the effectiveness of correlating physical and cybersecurity data for anomaly detection.
Main Methods:
- Proposed a logical architecture integrating data from physical and cybersecurity systems.
- Developed a Machine Learning (ML)-based anomaly detection model.
- Correlated data from both physical and cyber domains to identify anomalies.
Main Results:
- The ML-based approach successfully detected anomalies by correlating cross-domain data.
- The integrated approach identified abnormal situations missed by single-domain analyses.
- Evaluated performance using various ML algorithms, showing encouraging results.
Conclusions:
- Jointly analyzing physical and cyber data significantly improves anomaly detection in critical infrastructures.
- The proposed architecture offers a more robust security solution for power plant scenarios.
- Cross-domain correlation is crucial for comprehensive CI protection against sophisticated threats.
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