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Predictive Maintenance — Robot Joint Vibration Signature

A robot arm's elbow motor wears in over accelerated weeks of pick-and-place cycles. Watch its vibration signature grow, catch the fault early with predictive maintenance, or run it to failure — and compare uptime, downtime and cost between the two strategies.

Robotics & Kinematics3DModerate60 FPS

A robot arm's elbow motor develops a growing vibration signature as mechanical wear accumulates over simulated weeks of pick-and-place operation. This simulator runs two identical joints on the same accelerated timeline: one uses its live vibration signature to trigger an early, low-cost scheduled repair; the other runs to failure and only stops once it physically seizes. Compare uptime, downtime and cumulative cost between the two strategies as the clock fast-forwards.

⚙ Under the hood

A robot arm's elbow motor develops a growing vibration signature as wear accumulates over fast-forwarded weeks of pick-and-place cycles. Watch the time-domain waveform and frequency spectrum, catch the fault early with predictive maintenance or run it to failure, and compare uptime, downtime and cumulative cost between the two strategies.

Three.jsRoboticsPredictive MaintenanceVibration AnalysisCondition Monitoring

3D · Three.js / WebGL renderer · 60 FPS target · runs fully client-side, no install