AI Diagnostics
Machine learning powered fault analysis engine
Active Diagnoses
24
Critical Faults
3
Avg Confidence
86.2%
Resolved Today
7
Diagnosis Queue
Recent AI diagnostic results
Primary Feed Pump
94% confidence
Main Cooling Fan Motor
78% confidence
Hydraulic Compressor
82% confidence
Generator Unit 1
71% confidence
Selected Diagnosis
Bearing Fault
P-201 - Primary Feed Pump
Confidence
94%
ML Model
CNN + Envelope
Machine Type
Centrifugal Pump
Similar Cases
12
XAI Explanation
High-frequency vibration at BPFO (2847 Hz) with clear harmonics. Kurtosis value of 7.2 indicates severe bearing spalling on outer race.
Prescriptive Action
Replace bearing BC1B 32210 within 48 hours. Current degradation rate indicates failure within 2-4 weeks.
Active ML Models
Model performance metrics
CNN + Envelope
Bearing Faults (F03)
94.2%
FFT + Random Forest
General Faults
89.7%
TCN + LSTM
Temporal Patterns
91.5%
WDCNN
Noisy Environments
87.3%