Dashboard
Multimodal Machine Learning PdM • ESP32 DevKit V1 (MPU-6050 + INMP441)
Avg Vibration
9.58 m/s²
Static Gravity: 1.0g
Peak Vibration
10.14 m/s²
Spin Extraction
Acoustic Energy
146.9 RMS
Peak: 511.2 RMS
Health Score
94%
ISO 10816 Class I
Dual-Modality Spline Waveform
Synchronized vibration acceleration vs. acoustic sound pressure
Vibration |a|
Acoustic RMS
Machinery Status
Real-Time
94%
Health
Normal
Dynamic
Stable
Tri-Axial Vibration (Ax, Ay, Az)
MPU-6050 direct ±16g accelerometer register burst reading
Ax: -0.72 m/s²
Ay: +1.41 m/s²
Az: -9.44 m/s²
Wash Cycle 1019 Full Timeline (35.9 Minutes)
422 real recorded time-series frames from Samsung front-load washer
Scrub Timeline:
0.0m
Wash Phases & Cycle Breakdown
Samsung WW10T1
Drum Fill & Soak
0 - 8 mins • Water inlet valve
2
Agitation & Wash Tumble
8 - 22 mins • Direct drive motor 50 RPM
3
Intermediate Drain & Rinse
22 - 30 mins • Drain pump active
4
High-Speed Spin Extraction
30 - 35.9 mins • 1400 RPM spin