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Machine learning device, servo motor controller, servo motor control system, and machine learning method

机译:机器学习装置,伺服电动机控制器,伺服电动机控制系统以及机器学习方法

摘要

A machine learning device performs machine learning with respect to a servo motor controller that converts a three-phase current to a two-phase current of the d- and q-phase. The machine learning device includes: a state information acquisition unit configured to acquire, from the servo motor controller, state information including velocity or a velocity command, reactive current, and an effective current command and effective current or a voltage command; an action information output unit configured to output action information including a reactive current command to the servo motor controller; a reward output unit configured to output a value of a reward of reinforcement learning based on the voltage command or the effective current command and the effective current; and a value function updating unit configured to update a value function on the basis of the output value of the reward, the state information, and the action information.
机译:机器学习装置相对于将三相电流转换为d相和q相的两相电流的伺服电动机控制器进行机器学习。机器学习装置包括:状态信息获取单元,被配置为从伺服电动机控制器获取包括速度或速度命令,无功电流,有效电流命令和有效电流或电压命令的状态信息;动作信息输出单元,其将包括无功电流指令的动作信息输出到伺服电动机控制器。奖励输出单元,其被配置为基于所述电压命令或所述有效电流命令和所述有效电流来输出强化学习的奖励的值;价值函数更新单元,被配置为根据奖励,状态信息和动作信息的输出值来更新价值函数。

著录项

  • 公开/公告号US10684594B2

    专利类型

  • 公开/公告日2020-06-16

    原文格式PDF

  • 申请/专利权人 FANUC CORPORATION;

    申请/专利号US201916268970

  • 发明设计人 YUUKI SHIRAKAWA;SATOSHI IKAI;

    申请日2019-02-06

  • 分类号G05B19/10;G05B13/02;G05B19/414;

  • 国家 US

  • 入库时间 2022-08-21 11:31:37

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