Invention Grant
- Patent Title: Machine learning device, servo motor controller, servo motor control system, and machine learning method
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Application No.: US16243657Application Date: 2019-01-09
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Publication No.: US10824121B2Publication Date: 2020-11-03
- Inventor: Tsutomu Nakamura , Satoshi Ikai
- Applicant: FANUC CORPORATION
- Applicant Address: JP Yamanashi
- Assignee: FANUC CORPORATION
- Current Assignee: FANUC CORPORATION
- Current Assignee Address: JP Yamanashi
- Agency: Wenderoth, Lind & Ponack, L.L.P.
- Priority: com.zzzhc.datahub.patent.etl.us.BibliographicData$PriorityClaim@f397d1
- Main IPC: G06N20/00
- IPC: G06N20/00 ; G05B13/02

Abstract:
A machine learning device that performs machine learning with respect to a changing unit configured to change a parameter of a control unit configured to control a servo motor and a compensation value of at least one of a position command and a torque command includes: a state information acquisition unit configured to acquire state information including the position command, a positional error, a combination of the parameter and the compensation value; an action information output unit configured to output action information including adjustment information of the combination of the parameter and the compensation value included in the state information; a reward output unit configured to output a reward value of reinforcement learning based on the positional error included in the state information; and a value function updating unit configured to update a value function based on the value of the reward, the state information, and the action information.
Public/Granted literature
- US20190227502A1 MACHINE LEARNING DEVICE, SERVO MOTOR CONTROLLER, SERVO MOTOR CONTROL SYSTEM, AND MACHINE LEARNING METHOD Public/Granted day:2019-07-25
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