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RESEARCH27

PhaseNet++: Phase-Aware Frequency-Domain Anomaly Detection for Industrial Control Systems via Phase Coherence Graphs

arXiv CS.LGΒ·May 5, 2026

PhaseNet++ introduces a novel frequency-domain autoencoder for anomaly detection in Industrial Control Systems (ICS), addressing the overlooked phase spectrum in multivariate time series analysis. It utilizes a Phase Coherence Index to guide a graph attention network for enhanced detection of cyber-physical attacks.

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