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ApplicationsSustainment

Rotating machinery and hydraulics

A baseline frozen at commissioning, and alarms measured on machines it never met.

STATUS: RESEARCH PREPRINTTRL 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 records inside the commissioned band.

ZERO PACKETS TRANSMITTED • LOCAL POWER PRESERVED
Verified Trigger Event

Pump drifting out of band

Trend above frozen baseline across cycles

Alarm · band and baseline date attached

FULL PROVENANCE & EVIDENCE ATTACHED
4-Move Gating Architecture

How it decides

Every incoming sensory event moves through four verifiable operational phases:

01

Ignore

Healthy cyclic vibration within the commissioned tolerance envelope passes without alerting.

02

Recruit

Physical characteristics and frequency bands declared at installation establish the frozen normal band.

03

Refuse

The system refuses to score operating regimes that were never commissioned during installation.

04

Record

Every alarm carries the tolerance band, current operational regime, and original commissioning baseline date.

Maturity & Interfaces

Technical Readiness & Stack Architecture

Research preprintEmpirical Validation

Measured Benchmark Results

0 of 480 false alarms on six held-out healthy bearings. The same study reports the nulls, including prognosis withdrawn.

Defensible claims backed by reproducible telemetry
Stack & Protocols

Interfaces & Deployment

Hydraulic PumpsCondition MonitoringZero False AlarmsCommissioning Band
DEPLOYMENT: CLOUD • ON-PREM • AIR-GAPPED / DDIL