Patent · US Active

Method and system for automated gear reducer design

US11227078B2 · kind B2 · utility

0Cited by
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19Claims
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Assignee

Inventors

Key dates

Filing dateFeb 21, 2019
Grant dateJan 18, 2022
Priority date
Expiry dateOct 16, 2039

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N7/01
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

A method for automated gearbox design includes: instantiating the gearbox model having an initial parameter state in a modeling environment; analyzing and/or characterizing the gearbox model in the modeling environment to determine gearbox model performance; and determining whether the gearbox model performance satisfies a performance target. Upon a determination that the gearbox model performance does not satisfy the performance target: a reward is calculated based on the gearbox model performance; a reinforcement machine learning agent determines a parameter change action based on the reward and a current parameter state of the gearbox model; and an updated parameter state of the gearbox model is determined based on the parameter change action.

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