PRODUCTION

Bearings

Decision authority for rolling element bearings in rotating machinery. Validated on independent industrial datasets.

Contract Type

TYPE_A

Vibration-based assessment with baseline comparison

Confidence Cap

HIGH

Full confidence available when evidence supports

Physics-Based Operators

VeriOps evaluates bearing health using multiple independent operators:

Negentropy↑ with fault
Kurtosis↑ with fault
Crest Factor↑ with fault
RMS↑ with fault
Peak-to-Peak↑ with fault

Minimum 2 operators must agree for decision. Single-operator conclusions are not permitted.

Validation

Validated on independent real-world industrial datasets including:

  • Controlled degradation experiments
  • Accelerated life testing across failure modes
  • Multiple bearing types and operating conditions

Disclosure: Validated on independent bearing failure datasets with run-to-failure data across multiple fault types.

Example Decision Output

Equipment:Bearing 4, Drive End
State:S1 — Degrading (Reversible)
Confidence:MED
Rationale:

2 operators (negentropy, kurtosis) indicate early wear. Baseline variance remains within reversible bounds. RMS stable.

Scope:

Assessment covers 7-day window ending 2025-01-12. Valid for continued operation with monitoring.

Action:

Monitor and plan maintenance. Re-assess in 5 days or if conditions change.

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