Patent · US Active

System and method for predicting remaining useful life of a machine component

US12321251B2 · kind B2 · utility

0Cited by
3References
10Claims
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Key dates

Filing dateApr 3, 2023
Grant dateJun 3, 2025
Priority date
Expiry dateSep 19, 2043

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N3/094
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Some embodiments are associated with a system and method for deep learning unsupervised remaining useful life (RUL) prediction in Internet of Things (IoT) sensor networks or manufacturing execution systems. The system and method use multilevel discrete wavelet for raw data transformation and a bidirectional long short-term memory (BiLSTM) based autoencoder neural network for RUL prediction.

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