Theme: Autonomous Satellite Diagnostics via Deep Learning & Retrieval-Augmented Generation (RAG).
The Problem
Communication Gaps: Space missions face severe latency and long "blackout periods" when a satellite cannot communicate with ground stations on Earth.
The Danger: If a critical component (like a reaction wheel or solar array) begins failing during a blackout, waiting hours for human engineers to download telemetry logs and send a fix can lead to permanent spacecraft loss.
Data Overload: Satellites generate millions of multi-variate numerical time-series sensor data points, making manual real-time tracking prone to missing subtle, complex contextual faults.
