RailVision
IST —
WAP-7 #30412 • TM-2 temp 142°C • Caution WAG-9 #31099 • Pantograph OK • 25kV nominal Shed BSL • 14 locos serviceable / 2 under maintenance Zone CR • Avg fleet health 92.4% WAP-7 #30587 • RUL traction motor: 4,820 hrs Predictive alert: Compressor cycles trending high on #31204 WAG-9 #31550 • VCB closed • Notch 6 • 78 km/h WAP-7 #30412 • TM-2 temp 142°C • Caution WAG-9 #31099 • Pantograph OK • 25kV nominal Shed BSL • 14 locos serviceable / 2 under maintenance Zone CR • Avg fleet health 92.4% WAP-7 #30587 • RUL traction motor: 4,820 hrs Predictive alert: Compressor cycles trending high on #31204 WAG-9 #31550 • VCB closed • Notch 6 • 78 km/h

Predictive Maintenance

ML-driven failure forecasting · LSTM + Gradient Boost ensemble · trained on 4.2M loco-hours

LIVE TELEMETRYKAFKA · 12.4k msg/s
Control Center Fleet Health Predictive Maintenance Real-Time Faults AI Troubleshooting LocoGPT Driver Assist Digital Twin
Model accuracy
94.7%
last 90 days
Predicted failures
11
next 72 hours
Avg lead time
4.2 d
before breakdown
Avoided detentions
38
this month
Vibration signature · TM-2 #31204
Anomaly score 0.87
Remaining Useful Life · TM-2
Trending
4,820 hest. RUL
AI failure predictions
Updated 12s ago
Traction Motor 2
WAG-9 #31204
92%
ETA
18 hrs
Isolate at next halt
Cooling Blower 1
WAP-7 #30412
78%
ETA
3 days
Schedule shed inspection
Compressor MR
WAG-9 #31099
64%
ETA
5 days
Replace gaskets
VCB Module
WAG-9 #31781
53%
ETA
8 days
Diagnostic check
Pantograph carbon strip
WAP-7 #30587
41%
ETA
12 days
Visual inspection