Undetected failure modes in complex display and production environments lead to operational downtime. Rapid identification of these anomalies prevents systemic degradation and output loss.

Critical control systems lack operational continuity when primary hardware malfunctions. Eliminating this vulnerability ensures vehicle safety and prevents total system shutdown during component degradation.

Signal noise and drift in high-speed control environments lead to incorrect system responses. Precise data capture ensures reliable motor performance and hardware safety.