Patent · US Active

Remaining useful life prediction for machine components

US11635753B1 · kind B1 · utility

0Cited by
1References
19Claims
0Family size

Assignee

Inventors

Key dates

Filing dateAug 15, 2022
Grant dateApr 25, 2023
Priority date
Expiry dateAug 15, 2042

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG05B23/024
  • WIPO fieldControl
  • WIPO sectorInstruments

Abstract

Remaining useful life may be estimated for a machine component by training a prediction model, even when limited data from actual failures is available. Feature data such as sensor readings associated with a mechanical process may be collected over time. Such readings may be paired with estimates of remaining useful life, for instance as extracted from unstructured text of maintenance records. Such data may be used to train and test the prediction model.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.