Invention Grant
- Patent Title: Machine learning apparatus and method for learning predicted life of motor, life prediction apparatus and motor system including machine learning apparatus
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Application No.: US15247984Application Date: 2016-08-26
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Publication No.: US09811057B2Publication Date: 2017-11-07
- Inventor: Chao Zhi
- Applicant: FANUC CORPORATION
- Applicant Address: JP Yamanashi
- Assignee: FANUC CORPORATION
- Current Assignee: FANUC CORPORATION
- Current Assignee Address: JP Yamanashi
- Agency: Hauptman Ham, LLP
- Priority: JP2015-169443 20150828
- Main IPC: G01R31/02
- IPC: G01R31/02 ; G05B13/02 ; G06N99/00 ; G01R31/34 ; G05B19/4062 ; H02P23/12

Abstract:
A machine learning apparatus that learns a condition associated with a predicted life of a motor includes: a state observation unit that observes a state variable composed from at least one of output data of a sensor that detects an operation state of the motor and data relating to presence or absence of a failure in the motor; an actual life data acquisition unit that acquires data relating to an actual life of the motor; and a learning unit that learns the condition associated with the predicted life of the motor in accordance with a training data set created based on a combination of the state variable and the actual life.
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