Forecast & Risk Dashboard
Real-time predictive maintenance insights
18
At-Risk Assets
Predicted failures in next 30 days
7
High-Risk Assets
Immediate attention required
42
Days Remaining
Across all monitored assets
12
Predicted Failures
Across selected Site / Line
Asset Risk Distribution
Projected Failures (Next 90 Days)
Trend analysis based on historical degradation patterns
Remaining Useful Life (RUL) Distribution
Asset distribution across RUL time buckets
High-Risk Asset Breakdown
Assets requiring immediate attention and intervention
| Asset Name | Current Health | Predicted RUL | Trend | Primary Risk | Failure Date | Status | 7-Day Trend |
|---|---|---|---|---|---|---|---|
|
Motor-A01 Plant-1, Line-2 |
|
12 days |
Degrading
|
High Velocity | 12-Nov-2025 | Critical |
|
|
Pump-B07 Plant-2, Line-1 |
|
18 days |
Degrading
|
HF Accel | 18-Nov-2025 | Critical |
|
|
Fan-C12 Plant-1, Line-3 |
|
22 days |
Slight Drop
|
Temperature | 20-Nov-2025 | Warning |
|
|
Comp-D03 Plant-2, Line-2 |
|
9 days |
Steep
|
Crest Factor | 10-Nov-2025 | Critical |
|
|
Motor-A19 Plant-1, Line-1 |
|
28 days |
Slight Drop
|
Kurtosis | 25-Nov-2025 | Warning |
|
Asset-wise RUL Comparison
Top critical assets ranked by predicted remaining useful life
Fault Probability Matrix
Multi-dimensional fault analysis across critical parameters
| Asset | Bearing Fault | Misalignment | Unbalance | Looseness |
|---|---|---|---|---|
|
|
High
87%
|
Med
54%
|
High
78%
|
Low
23%
|
|
|
Med
62%
|
High
81%
|
Med
58%
|
Med
49%
|
|
|
Low
28%
|
Low
31%
|
Med
52%
|
Med
47%
|
|
|
High
92%
|
Low
34%
|
Med
56%
|
High
74%
|
|
|
Med
59%
|
Med
51%
|
Low
29%
|
Low
36%
|
Model Confidence
Based on last 60 days data + trend features
Prediction Accuracy Trend
Model performance over the last 6 months
AI-Powered Maintenance Recommendations
Automated action items based on predictive analysis
Immediate Bearing Replacement - Motor-A01
High bearing fault probability detected. Recommend immediate inspection and replacement to prevent catastrophic failure.
Alignment Correction - Pump-B07
Severe misalignment detected. Schedule precision alignment service to restore optimal performance.
Temperature Monitoring - Fan-C12
Elevated temperature levels. Increase monitoring frequency and inspect cooling system.
Vibration Analysis - Comp-D03
Critical crest factor anomaly. Perform detailed vibration analysis and component inspection.
Lubrication Service - Motor-A19
Kurtosis trending indicates potential lubrication issues. Schedule preventive lubrication service.
Asset Health Timeline
Historical health degradation patterns for critical assets