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ApplicationsSustainment

Carrier arresting gear health

Name the failing part before the next trap.

STATUS: PROTOTYPETRL 6 Operational Baseline
Sparse Energy Gating

What it ignores vs. When it speaks

Tactical edge systems cannot waste compute or bandwidth. The model spends energy only when evidence satisfies strict mission criteria.

Quiet by default (98%+ sparsity)

What it ignores

Healthy vibration. Regimes the monitor was never commissioned on, which it refuses to score.

ZERO PACKETS TRANSMITTED • LOCAL POWER PRESERVED
Verified Trigger Event

Inner race defect

Peak at 5.4× shaft speed, above frozen baseline

Name the part · 0.75 s window

FULL PROVENANCE & EVIDENCE ATTACHED
4-Move Gating Architecture

How it decides

Every incoming sensory event moves through four verifiable operational phases:

01

Ignore

Routine healthy vibration is ignored; uncommissioned operating regimes are refused from scoring.

02

Recruit

Bearing geometry equations derive expected defect frequencies (e.g. 5.4× shaft speed) in 0.75s windows.

03

Refuse

Without a valid baseline for the current operational regime, the engine declines to generate false alarms.

04

Record

Every alarm explicitly names the Lowest Replaceable Unit (LRU), frequency peak, and spectral evidence.

Maturity & Interfaces

Technical Readiness & Stack Architecture

PrototypeEmpirical Validation

Measured Benchmark Results

On public CWRU data: race faults 15 of 18 correct with no misattribution and no false alarms. Ball faults are not solved yet.

Defensible claims backed by reproducible telemetry
Stack & Protocols

Interfaces & Deployment

CBM+Bearing FaultsFFT HarmonicsFrozen BaselineCarrier Aviation
DEPLOYMENT: CLOUD • ON-PREM • AIR-GAPPED / DDIL