Vittorio Curri

A Machine Learning-Driven Smart Optical Network Grid for Earthquake Early Warning

2024

Optical fiber networks, commonly recognized for their role in data transmission, have the potential to be extended beyond their conventional use. These networks could serve as wide distributed arrays of sensors for earthquakes early detection …

Resilient Anomaly Detection in Fiber-Optic Networks: A Machine Learning Framework for Multi-Threat Identification Using State-of-Polarization Monitoring

2025 · Preprints.org

We present a thorough machine-learning framework based on real-time state of polarization (SOP) monitoring for robust anomaly identification in optical fiber networks. We exploit SOP data under three different threat scenarios: (i) malicious or critical …