Lightscline
01 / SENSOR STREAM & QC
STREAMING SENSOR DATA

Failure mechanism signatures in motion.

CWRU drive-end vibration · Normal baseline and three 0.007-inch bearing faults

Industrial bearing streaming vibration data
INDUSTRIAL BEARINGSensor attached · 12 kHz stream
LIVE SENSOR STREAM

Normal / drive-end acceleration

Streaming12 kHz1797 RPM
Loading CWRU recording…

2,000-sample model window

Ready

Frequency signature

FFT / 0–1 kHz
Raw vibration made visible—ready for model learning.