Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft TJ-1012 · Tejas Mk1 · No. 117 Sqn 'Eagles' · AFS Tejaswini · Eastern Air Command
Component Main Landing Gear Actuator High · predicted failure mode: Actuator seal wear
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Model risk score 44.5/100 predictive maintenance model
Predicted RUL 175d remaining useful life
Health index 74/100 telemetry-derived
Model confidence 92% evidence density
Open snags (tail) 1 unscheduled, open
Aircraft status AOG 3121 flt hrs · 4y 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 44.5/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Component criticality 14% 100% 14.0 pts High
Recent unscheduled snags 12% 100% 12.0 pts 5 unscheduled events on tail
Health-index deficit 30% 26% 7.8 pts health 74/100
Cumulative duty (flight hrs) 8% 87% 6.9 pts 3,121 flight hrs
Spare exposure 3% 100% 3.0 pts 0 on hand, lead 65d
Airframe age 5% 16% 0.8 pts 4 yrs (inducted 2022)
Failure imminence 28% 0% 0.0 pts ~175d to predicted failure
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — TJ-1012

scheduled vs unscheduled events per month

This component — Main Landing Gear Actuator

3 events
DateTypeSeverityStatusDowntime
2026-06-04Unscheduled High Closed 16.5h
2025-11-04Scheduled Med Closed 43.2h
2025-05-15Scheduled Low Closed 8.9h

Full aircraft history

11 events
DateComponentTypeSevStatusDT
2026-06-04Main Landing Gear ActuatorUnsch High Closed 16.5h
2026-05-24Engine Turbine ModuleUnsch Critical Open 108.8h
2025-12-13Oxygen RegulatorSched Low Closed 5.5h
2025-11-04Main Landing Gear ActuatorSched Med Closed 43.2h
2025-09-26APU StarterSched Med Closed 72.8h
2025-05-15Main Landing Gear ActuatorSched Low Closed 8.9h
2025-03-24APU StarterSched High Closed 84.6h
2025-03-04Engine Turbine ModuleUnsch Low Closed 42.4h
2024-12-01Engine Turbine ModuleUnsch Low Closed 24.8h
2024-11-03Oxygen RegulatorUnsch Low Closed 21.4h
2024-06-12APU StarterSched Low Closed 85.9h

Lead-time history

12 months · current 65d

Stock on hand vs reorder

current 0 · reorder 7

Required spare & prescriptive action

Required spare
Main Landing Gear Actuator
on hand 0 · reorder 7 · lead 65d · High
Stock is at/below reorder and lead time has risen to 65 dayspre-position Main Landing Gear Actuator at AFS Tejaswini 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
2025-0756d22 117
2025-0859d19 98
2025-0960d16 910
2025-1059d15 118
2025-1156d12 68
2025-1257d11 89
2026-0159d8 79
2026-0265d8 910
2026-0364d4 108
2026-0465d2 107
2026-0564d1 139
2026-0665d0 07
🔒 Source: spares · spares_history · consumption · governed & traceable