1.Diagnosing CNC Vibration Anomalies
dashboard visualization · 2026
A CNC process engineer used a dashboard featuring text, a table, a heatmap, and a bar chart to diagnose a vibration anomaly that bypassed standard RMS alarms. The analysis revealed that while Y-axis RMS increased by +17.9%, the Y-axis crest factor plummeted by -63.8% and kurtosis dropped by -74.3%, alongside a spectral shift at 1236.2 Hz. A heatmap highlighted severe drops in Y-axis Peak (-57.9%), and a grouped bar chart showed the Y-axis crest factor dropping from 12.06 to 4.37, pinpointing the structural fault.
What it shows:
How multi-axis feature comparison identifies counter-intuitive fault patterns.




