Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft TJ-1007 · Tejas Mk1 · No. 101 Sqn 'Falcons' · AFS Vayuputra · Western Air Command
Component Radar Power Supply Med · predicted failure mode: Capacitor degradation
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Model risk score 74.4/100 predictive maintenance model
Predicted RUL 9d remaining useful life
Health index 26/100 telemetry-derived
Model confidence 97% evidence density
Open snags (tail) 0 unscheduled, open
Aircraft status Operational 2699 flt hrs · 10y old
AI root-cause analysis
Generating AI analysis…

Predicted failure mode

Capacitor degradation — leading signals: ripple rise, power-on resets.

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: ripple rise, power-on resets

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 74.4/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Failure imminence 28% 85% 23.8 pts ~9d to predicted failure
Health-index deficit 30% 74% 22.2 pts health 26/100
Recent unscheduled snags 12% 75% 9.0 pts 3 unscheduled events on tail
Component criticality 14% 60% 8.4 pts Med
Cumulative duty (flight hrs) 8% 75% 6.0 pts 2,699 flight hrs
Spare exposure 3% 100% 3.0 pts 4 on hand, lead 45d
Airframe age 5% 40% 2.0 pts 10 yrs (inducted 2016)
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — TJ-1007

scheduled vs unscheduled events per month

This component — Radar Power Supply

2 events
DateTypeSeverityStatusDowntime
2025-08-11Scheduled Low Closed 17.6h
2025-01-26Unscheduled Med Closed 17.0h

Full aircraft history

7 events
DateComponentTypeSevStatusDT
2026-05-06Nose Wheel AssemblySched High Closed 14.1h
2026-01-14APU StarterUnsch Med Closed 67.5h
2025-08-11Radar Power SupplySched Low Closed 17.6h
2025-06-22Nose Wheel AssemblySched Med Closed 88.3h
2025-01-26Radar Power SupplyUnsch Med Closed 17.0h
2024-08-13Brake AssemblyUnsch Low Closed 61.9h
2024-07-12APU StarterSched Med Closed 72.4h

Lead-time history

12 months · current 45d

Stock on hand vs reorder

current 4 · reorder 5

Required spare & prescriptive action

Required spare
Radar Power Supply
on hand 4 · reorder 5 · lead 45d · High
Stock is at/below reorder and lead time has risen to 45 dayspre-position Radar Power Supply 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
2025-0740d17 00
2025-0840d13 53
2025-0939d15 12
2025-1043d13 02
2025-1141d11 73
2025-1244d10 43
2026-0144d8 31
2026-0244d9 62
2026-0343d6 20
2026-0443d6 63
2026-0543d6 12
2026-0645d4 00
🔒 Source: spares · spares_history · consumption · governed & traceable