Model-free telemetry pipeline using SSID and Kalman filtering to predict network violations hours before physical onset.

Forensic simulation is too slow for real-time grid operations; operators need predictive foresight.
Enabled reliable early warnings (up to 249 minutes) without massive batch power-flow simulations.
Model-free telemetry pipeline using SSID and Kalman filtering to predict network violations hours before physical onset.

Forensic simulation is too slow for real-time grid operations; operators need predictive foresight.
Enabled reliable early warnings (up to 249 minutes) without massive batch power-flow simulations.