Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft MR-1009 · Mirage-class · No. 109 Sqn 'Marauders' · AFS Akashdeep · Southern Air Command
Component Hydraulic Pump Assembly High · predicted failure mode: Seal wear & internal leakage
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Model risk score 95.4/100 predictive maintenance model
Predicted RUL 0d remaining useful life
Health index 10/100 telemetry-derived
Model confidence 97% evidence density
Open snags (tail) 1 unscheduled, open
Aircraft status AOG 3225 flt hrs · 21y old
AI root-cause analysis
Generating AI analysis…

Predicted failure mode

Seal wear & internal leakage — leading signals: pressure droop, reservoir top-ups.

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: pressure droop, reservoir top-ups

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 95.4/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Failure imminence 28% 100% 28.0 pts ~0d to predicted failure
Health-index deficit 30% 90% 27.0 pts health 10/100
Component criticality 14% 100% 14.0 pts High
Recent unscheduled snags 12% 100% 12.0 pts 9 unscheduled events on tail
Cumulative duty (flight hrs) 8% 90% 7.2 pts 3,225 flight hrs
Airframe age 5% 84% 4.2 pts 21 yrs (inducted 2005)
Spare exposure 3% 100% 3.0 pts 1 on hand, lead 74d
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — MR-1009

scheduled vs unscheduled events per month

This component — Hydraulic Pump Assembly

4 events
DateTypeSeverityStatusDowntime
2026-05-24Unscheduled Critical Open 64.2h
2026-03-15Scheduled Med Closed 5.0h
2025-09-09Unscheduled High Closed 16.5h
2025-02-08Unscheduled Low Closed 46.4h

Full aircraft history

13 events
DateComponentTypeSevStatusDT
2026-05-24Hydraulic Pump AssemblyUnsch Critical Open 64.2h
2026-03-17Brake AssemblySched High Closed 63.4h
2026-03-15Hydraulic Pump AssemblySched Med Closed 5.0h
2026-03-03Nose Wheel AssemblyUnsch Low Closed 88.8h
2026-02-26Nose Wheel AssemblySched Low Closed 88.5h
2025-11-07Compressor Blade SetSched Low Closed 23.3h
2025-09-09Hydraulic Pump AssemblyUnsch High Closed 16.5h
2025-05-15Compressor Blade SetUnsch Med Closed 41.8h
2025-02-08Hydraulic Pump AssemblyUnsch Low Closed 46.4h
2024-12-06Fuel Control UnitUnsch Low Closed 61.5h
2024-08-30Compressor Blade SetUnsch Med Closed 60.3h
2024-07-12Radar Power SupplyUnsch Low Closed 8.1h
2024-06-24Compressor Blade SetUnsch Med Closed 23.1h

Lead-time history

12 months · current 74d

Stock on hand vs reorder

current 1 · reorder 4

Required spare & prescriptive action

Required spare
Hydraulic Pump Assembly
on hand 1 · reorder 4 · lead 74d · High
Stock is at/below reorder and lead time has risen to 74 dayspre-position Hydraulic Pump Assembly at AFS Akashdeep 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
2025-0761d10 54
2025-0862d9 35
2025-0963d9 96
2025-1064d9 45
2025-1167d8 76
2025-1267d8 54
2026-0169d7 73
2026-0269d5 23
2026-0372d3 97
2026-0471d4 97
2026-0572d4 65
2026-0674d1 06
🔒 Source: spares · spares_history · consumption · governed & traceable