Asset Availability97.59%+14.9% Uptime Boost
Downtime Saved99.8 hrs86.06% Line Reduction
Priority Regressor R²93.21%MAE: ±3.4 pts
Classifier Accuracy87.66%Two-Stage Pipeline
Emergency Precision100.0%Zero False Alarms
Timetable Conflicts0 Clashes100% Conflict-Free
Real-Time Defect Input
GBDT Two-Stage PipelineSafety Risk Score (1-10)8 / 10
Overdue Days Beyond Inspection21 days
Asset Operating Age7.5 years
Estimated Repair Duration3 hrs
Model Output
Automated Maintenance Decision
Pipeline SourceGradientBoosting Two-Stage
Awaiting inference input...
Benchmark: Regressor R² = 93.21% | Classifier = 87.66%✓ All Targets > 85% Satisfied
2. Coordinated Multi-Department Shadow Block Schedule
Compresses 116.0 track-hours of uncoordinated manual closures into 16.2 track-hours (-86.06% line closure reduction).
| Block ID | Station & Track | Scheduled Window | Depts Coordinated | Tasks | Manual vs AI | Downtime Saved |
|---|