US 9,811,057 B2
Machine learning apparatus and method for learning predicted life of motor, life prediction apparatus and motor system including machine learning apparatus
Chao Zhi, Yamanashi (JP)
Assigned to FANUC CORPORATION, Yamanashi (JP)
Filed by FANUC CORPORATION, Yamanashi (JP)
Filed on Aug. 26, 2016, as Appl. No. 15/247,984.
Claims priority of application No. 2015-169443 (JP), filed on Aug. 28, 2015.
Prior Publication US 2017/0063276 A1, Mar. 2, 2017
Int. Cl. G01R 31/02 (2006.01); G05B 13/02 (2006.01); G06N 99/00 (2010.01); G01R 31/34 (2006.01); G05B 19/4062 (2006.01); H02P 23/12 (2006.01)
CPC G05B 13/0265 (2013.01) [G01R 31/343 (2013.01); G05B 19/4062 (2013.01); G06N 99/005 (2013.01); G05B 2219/37209 (2013.01); G05B 2219/37285 (2013.01); G05B 2219/42319 (2013.01); H02P 23/12 (2013.01)] 12 Claims
OG exemplary drawing
1. A machine learning apparatus that learns a condition associated with a predicted life of a motor, the machine learning apparatus comprising:
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 data relating to the actual life.