Predictive Maintenance

Simulated data

Learn a machine's healthy magnetic signature, then watch bearing-fault sidebands grow around the 60 Hz line as it degrades — a condition-monitoring health score with an early-warning trend, computed live from a synthetic motor/transformer signature.

Trend-based early warning: time to the alarm threshold at the current rate. Calibrated mean-time-to-failure requires labeled run-to-failure history from your equipment — a one-time training step.

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Health
100
Status
healthy
Sideband ratio
0.000
baseline 0.000
Est. time to alarm
run the demo to estimate
Spectrum (current vs healthy baseline) — sidebands at 60±7/14/21 Hz
Health trend

Hit "Run to failure" and watch the red current-spectrum grow sidebands the gray baseline doesn't have, health decline through the orange/red thresholds, and the time-to-alarm estimate converge — all from a passive magnetic signature.