Beyond Reconstruction: Zero-Shot Anomaly Detection of Telemetry with TimeRCD

Sat, 14 Feb 2026 08:30:00 +0000

Telemetry monitoring in modern space systems, such as Martian rovers and Earth observation satellites, requires the real-time analysis of extremely high-dimensional data streams. These time-series signals are inherently affected by thermal noise and unpredictable radiative variations, making fault detection a critical computational bottleneck. As highlighted in our previous deep dives on on-board decision-making autonomy,interplanetary communication latency forces spacecraft to process and interpret anomalies locally, without waiting for a human feedback loop.

NASA SMAP on Beyond the Joystick

Beyond Reconstruction: Zero-Shot Anomaly Detection of Telemetry with TimeRCD