Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft SB-1007 · Su-30MKI · No. 106 Sqn 'Sentinels' · AFS Garuda · Eastern Air Command
Component Avionics LRU Med · predicted failure mode: Thermal-cycling solder fatigue
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Model risk score 75.9/100 predictive maintenance model
Predicted RUL 13d remaining useful life
Health index 31/100 telemetry-derived
Model confidence 92% evidence density
Open snags (tail) 1 unscheduled, open
Aircraft status Operational 2761 flt hrs · 19y old
AI root-cause analysis
Generating AI analysis…

Predicted failure mode

Thermal-cycling solder fatigue — leading signals: intermittent dropouts, BIT codes.

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: intermittent dropouts, BIT codes

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 75.9/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Failure imminence 28% 78% 21.9 pts ~13d to predicted failure
Health-index deficit 30% 69% 20.7 pts health 31/100
Recent unscheduled snags 12% 100% 12.0 pts 7 unscheduled events on tail
Component criticality 14% 60% 8.4 pts Med
Cumulative duty (flight hrs) 8% 77% 6.1 pts 2,761 flight hrs
Airframe age 5% 76% 3.8 pts 19 yrs (inducted 2007)
Spare exposure 3% 100% 3.0 pts 2 on hand, lead 60d
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — SB-1007

scheduled vs unscheduled events per month

This component — Avionics LRU

4 events
DateTypeSeverityStatusDowntime
2026-05-25Unscheduled High Open 39.9h
2025-03-11Unscheduled Med Closed 21.9h
2024-12-04Unscheduled Low Closed 5.1h
2024-10-20Unscheduled Low Closed 81.7h

Full aircraft history

9 events
DateComponentTypeSevStatusDT
2026-05-25Avionics LRUUnsch High Open 39.9h
2025-03-11Avionics LRUUnsch Med Closed 21.9h
2025-02-12Ejection Seat CartridgeUnsch High Closed 3.5h
2025-01-16Fuel Control UnitSched Med Closed 28.7h
2025-01-13Nose Wheel AssemblySched Low Closed 54.3h
2024-12-04Avionics LRUUnsch Low Closed 5.1h
2024-10-20Avionics LRUUnsch Low Closed 81.7h
2024-08-24Ejection Seat CartridgeUnsch High Closed 17.7h
2024-06-30Oxygen RegulatorUnsch Low Closed 61.0h

Lead-time history

12 months · current 60d

Stock on hand vs reorder

current 2 · reorder 5

Required spare & prescriptive action

Required spare
Avionics LRU
on hand 2 · reorder 5 · lead 60d · Med
Stock is at/below reorder and lead time has risen to 60 dayspre-position Avionics LRU at AFS Garuda 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
2025-0747d20 33
2025-0844d21 35
2025-0951d17 02
2025-1046d16 21
2025-1149d14 45
2025-1253d12 23
2026-0154d11 84
2026-0253d11 74
2026-0353d8 23
2026-0455d4 23
2026-0559d4 23
2026-0660d2 04
🔒 Source: spares · spares_history · consumption · governed & traceable