AI · Reliability Engineering
Predictive Maintenance
Vibration, acoustic, thermal and electrical signals fused into per-asset health & RUL predictions.
47 ML models live
Avg Health Score
92.4
At-Risk Assets
11
Critical (24h)
2
Unplanned Downtime
-62%
vs baseline
Asset Health Ranking
Sorted by remaining useful life (RUL)
CNC Router #1MCH-009critical
Health
6
RUL
105h
Vib
4.64 mm/s
Temp
56.2°C
Packaging #4MCH-008watch
Health
12
RUL
202h
Vib
3.74 mm/s
Temp
63.4°C
Assembly #3MCH-007watch
Health
17
RUL
299h
Vib
2.83 mm/s
Temp
70.5°C
Paint Robot #2MCH-006watch
Health
22
RUL
396h
Vib
1.93 mm/s
Temp
42.7°C
Sander #1MCH-005watch
Health
28
RUL
492h
Vib
1.03 mm/s
Temp
49.9°C
Press #4MCH-004watch
Health
33
RUL
589h
Vib
4.32 mm/s
Temp
57°C
Drilling Cell #3MCH-003healthy
Health
39
RUL
686h
Vib
3.42 mm/s
Temp
64.2°C
Edge Bander #2MCH-002healthy
Health
44
RUL
783h
Vib
2.52 mm/s
Temp
71.3°C
Fleet Health
Composite score
92%
Fleet
194
Healthy
11
Watch
2
Critical
Failure Probability · 14d
Top assets
CNC-0771%
PRESS-0452%
SAND-1238%
PAINT-0224%
Vibration Waveform · CNC-07
FFT analysis · 1024 dim · anomaly score 0.87
Peak
4.82
RMS
3.21
Crest
1.50
Maintenance Calendar · Next 14d
Predictive + condition-based
Sun 02:00
CNC-07 · Spindle bearing replacement
Duration 4h
Tue 22:30
PRESS-04 · Hydraulic seal kit
Duration 2.5h
Thu 01:00
SAND-12 · Belt tensioner
Duration 1h
Sat 03:00
PAINT-02 · Filter & nozzle clean
Duration 2h
Sun 04:00
ASMB-09 · Lubrication PM-12 cycle
Duration 1.5h
Reliability Trend · 90 days
MTBF & MTTR