Anomaly Detection in Satellite Telemetry
The project involved addressing various research problems within the “Integrated System Health Management for Power Systems (ISHM)” initiative. The primary focus was on developing anomaly detection techniques under Phase-II: Fault Detection. An Anomaly Detection System was developed, incorporating an LSTM-based Nominal Behaviour Modelling block and a Non-parametric Dynamic Error Thresholding block. This system was designed to detect anomalies in satellite telemetry data, thereby enhancing the reliability and safety of space subsystems through advanced fault detection methods.