Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft TJ-1008 · Tejas Mk1 · No. 101 Sqn 'Falcons' · AFS Vayuputra · Western Air Command
Component Cockpit Display Unit Low · predicted failure mode: Progressive wear-out
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Model risk score 30.2/100 predictive maintenance model
Predicted RUL 271d remaining useful life
Health index 72/100 telemetry-derived
Model confidence 84% evidence density
Open snags (tail) 0 unscheduled, open
Aircraft status AOG 2231 flt hrs · 18y old
AI root-cause analysis
Generating AI analysis…

Predicted failure mode

Progressive wear-out — leading signals: trend-based health degradation.

See the Predictive model tab for the substantiating data points and the Maintenance & spare tab for history and the prescriptive action.

Health degradation & failure projection

telemetry-derived health index · signals: trend-based health degradation

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 30.2/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Health-index deficit 30% 28% 8.4 pts health 72/100
Recent unscheduled snags 12% 50% 6.0 pts 2 unscheduled events on tail
Cumulative duty (flight hrs) 8% 62% 5.0 pts 2,231 flight hrs
Component criticality 14% 30% 4.2 pts Low
Airframe age 5% 72% 3.6 pts 18 yrs (inducted 2008)
Spare exposure 3% 100% 3.0 pts 0 on hand, lead 70d
Failure imminence 28% 0% 0.0 pts ~271d to predicted failure
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — TJ-1008

scheduled vs unscheduled events per month

This component — Cockpit Display Unit

1 events
DateTypeSeverityStatusDowntime
2025-09-20Scheduled Med Closed 57.4h

Full aircraft history

6 events
DateComponentTypeSevStatusDT
2026-01-21Oxygen RegulatorSched Low Closed 5.2h
2025-09-20Cockpit Display UnitSched Med Closed 57.4h
2025-04-28Oxygen RegulatorSched Low Closed 17.5h
2025-04-03Oxygen RegulatorUnsch Med Closed 68.9h
2024-12-16Main Landing Gear ActuatorUnsch High Closed 48.8h
2024-06-14Oxygen RegulatorSched Med Closed 60.9h

Lead-time history

12 months · current 70d

Stock on hand vs reorder

current 0 · reorder 12

Required spare & prescriptive action

Required spare
Cockpit Display Unit
on hand 0 · reorder 12 · lead 70d · High
Stock is at/below reorder and lead time has risen to 70 dayspre-position Cockpit Display Unit at AFS Vayuputra now to avoid an AOG when the component is pulled.

The same chain is visible fleet-wide on the diagnostic drill-down.

Monthly receipts & consumption

MonthLead timeOn handReceivedConsumed
2025-0756d35 56
2025-0860d35 74
2025-0962d32 97
2025-1061d26 75
2025-1163d22 88
2025-1263d20 57
2026-0164d19 44
2026-0263d14 75
2026-0366d9 45
2026-0466d6 55
2026-0567d3 117
2026-0670d0 04
🔒 Source: spares · spares_history · consumption · governed & traceable