Telemetry Data Simulation & Physics Model Integration

Design a module to simulate realistic jet engine telemetry data, including normal operating conditions, various degradation patterns (e.g., bearing wear, turbine erosion), and sudden anomalies. How will you integrate a basic physics-based model of the engine's thermodynamics or mechanics to inform your ML models or act as a baseline for anomaly detection?