Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft TT-1009 · Transport (Tactical) · No. 102 Sqn 'Cobras' · AFS Vayuputra · Western Air Command
Component Main Landing Gear Actuator High · predicted failure mode: Actuator seal wear
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Model risk score 88.0/100 predictive maintenance model
Predicted RUL 2d remaining useful life
Health index 21/100 telemetry-derived
Model confidence 97% evidence density
Open snags (tail) 1 unscheduled, open
Aircraft status AOG 1820 flt hrs · 21y old
AI root-cause analysis
Generating AI analysis…

Predicted failure mode

Actuator seal wear — leading signals: retraction-time creep, pressure decay.

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: retraction-time creep, pressure decay

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 88.0/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Failure imminence 28% 97% 27.1 pts ~2d to predicted failure
Health-index deficit 30% 79% 23.7 pts health 21/100
Component criticality 14% 100% 14.0 pts High
Recent unscheduled snags 12% 100% 12.0 pts 5 unscheduled events on tail
Airframe age 5% 84% 4.2 pts 21 yrs (inducted 2005)
Cumulative duty (flight hrs) 8% 51% 4.0 pts 1,820 flight hrs
Spare exposure 3% 100% 3.0 pts 0 on hand, lead 45d
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — TT-1009

scheduled vs unscheduled events per month

This component — Main Landing Gear Actuator

4 events
DateTypeSeverityStatusDowntime
2026-05-29Unscheduled Critical Open 107.6h
2025-11-08Unscheduled Low Closed 19.9h
2025-01-18Unscheduled Med Closed 45.6h
2024-10-24Scheduled Med Closed 32.6h

Full aircraft history

10 events
DateComponentTypeSevStatusDT
2026-05-29Main Landing Gear ActuatorUnsch Critical Open 107.6h
2026-05-04Radar Power SupplySched Med Closed 35.8h
2026-03-20Main Landing Gear ActuatorSched Low Closed 16.7h
2026-03-18Radar Power SupplySched Med Closed 14.4h
2025-11-08Main Landing Gear ActuatorUnsch Low Closed 19.9h
2025-06-05Radar Power SupplyUnsch Med Closed 11.2h
2025-01-26Engine Turbine ModuleSched Med Closed 45.1h
2025-01-18Main Landing Gear ActuatorUnsch Med Closed 45.6h
2024-12-19Radar Power SupplyUnsch Med Closed 85.5h
2024-10-24Main Landing Gear ActuatorSched Med Closed 32.6h

Lead-time history

12 months · current 45d

Stock on hand vs reorder

current 0 · reorder 2

Required spare & prescriptive action

Required spare
Main Landing Gear Actuator
on hand 0 · reorder 2 · lead 45d · High
Stock is at/below reorder and lead time has risen to 45 dayspre-position Main Landing Gear Actuator 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
2025-0736d12 96
2025-0836d10 13
2025-0935d9 63
2025-1041d7 84
2025-1142d9 44
2025-1239d6 76
2026-0144d5 117
2026-0241d5 56
2026-0340d3 86
2026-0441d1 63
2026-0543d1 76
2026-0645d0 07
🔒 Source: spares · spares_history · consumption · governed & traceable