MACHINE LEARNING DEVICE, SERVO MOTOR CONTROL DEVICE, SERVO MOTOR CONTROL SYSTEM, AND MACHINE LEARNING METHOD

Patent №

US 10,418,921

Granted

2019-09-17

Filed 2018

Owner

FANUC CORPORATION

Lab

AI components

3

ml · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16021447

A machine learning device is configured to perform machine learning with respect to a servo motor control device including a non-linear friction compensator that creates a compensation value with respect to non-linear friction on the basis of a position command, the machine learning device including: a state information acquisition unit configured to acquire state information including a servo state including position error, and combination of compensation coefficients of the non-linear friction compensation unit, by causing the servo motor control device to execute a predetermined program; an action information output unit configured to output action information including adjustment information of the combination of compensation coefficients; a reward output unit configured to output a reward value in reinforcement learning, based on the position error; and a value function updating unit configured to update an action value function on the basis of the reward value, the state information, and the action information.

Machine learningPlanningAI hardwareH02P 6/08G05B 1/00G05B 13/0265G06N 3/045G06N 3/0499G06N 3/08G06N 3/092G06N 20/00+3 more

AI classification

Machine learning1.00
Planning1.00
AI hardware0.70
Natural language0.01
Evolutionary computation0.00
Vision0.00
Speech0.00
Knowledge representation0.00

Ownership

FANUC CORPORATION

assignment · 462290120

Assignors

OHO, YUSAKU, SONODA, NAOTO

On an employer assignment, the assignors are typically the inventors.

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