Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft SB-1058 · Su-30MKI · No. 120 Sqn 'Spartans' · AFS Prahar · Southern Air Command
Component Generator Control Unit Med · predicted failure mode: Voltage-regulation instability
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Model risk score 66.4/100 predictive maintenance model
Predicted RUL 18d remaining useful life
Health index 40/100 telemetry-derived
Model confidence 92% evidence density
Open snags (tail) 1 unscheduled, open
Aircraft status Operational 1149 flt hrs · 14y old
AI root-cause analysis
Generating AI analysis…

Predicted failure mode

Voltage-regulation instability — leading signals: bus voltage excursions.

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: bus voltage excursions

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 66.4/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Failure imminence 28% 70% 19.6 pts ~18d to predicted failure
Health-index deficit 30% 60% 18.0 pts health 40/100
Recent unscheduled snags 12% 100% 12.0 pts 6 unscheduled events on tail
Component criticality 14% 60% 8.4 pts Med
Spare exposure 3% 100% 3.0 pts 3 on hand, lead 60d
Airframe age 5% 56% 2.8 pts 14 yrs (inducted 2012)
Cumulative duty (flight hrs) 8% 32% 2.6 pts 1,149 flight hrs
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — SB-1058

scheduled vs unscheduled events per month

This component — Generator Control Unit

3 events
DateTypeSeverityStatusDowntime
2026-05-20Unscheduled High Open 26.9h
2026-03-15Unscheduled Med Closed 17.9h
2025-02-17Unscheduled Med Closed 13.7h

Full aircraft history

8 events
DateComponentTypeSevStatusDT
2026-05-20Generator Control UnitUnsch High Open 26.9h
2026-03-25Compressor Blade SetUnsch Med Closed 59.7h
2026-03-15Generator Control UnitUnsch Med Closed 17.9h
2025-10-26Wiring Harness LoomUnsch Med Closed 86.3h
2025-09-14Hydraulic Pump AssemblySched Med Closed 28.9h
2025-03-23Ejection Seat CartridgeSched Low Closed 19.2h
2025-02-17Generator Control UnitUnsch Med Closed 13.7h
2024-12-18Ejection Seat CartridgeUnsch Low Closed 87.7h

Lead-time history

12 months · current 60d

Stock on hand vs reorder

current 3 · reorder 6

Required spare & prescriptive action

Required spare
Generator Control Unit
on hand 3 · reorder 6 · lead 60d · High
Stock is at/below reorder and lead time has risen to 60 dayspre-position Generator Control Unit at AFS Prahar 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
2025-0739d11 54
2025-0841d11 84
2025-0945d12 32
2025-1048d9 12
2025-1147d10 24
2025-1246d7 13
2026-0149d9 13
2026-0253d8 64
2026-0355d5 73
2026-0456d7 62
2026-0558d6 74
2026-0660d3 04
🔒 Source: spares · spares_history · consumption · governed & traceable