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MACHINE LEARNING DEVICE, ROBOT CONTROL DEVICE AND ROBOT VISION SYSTEM USING MACHINE LEARNING DEVICE, AND MACHINE LEARNING METHOD

机译:机器学习设备,使用该机器学习设备的机器人控制设备和机器人视觉系统以及机器学习方法

摘要

A machine learning device includes a state observation unit for observing, as state variables, an image of a workpiece captured by a vision sensor, and a movement amount of an arm end portion from an arbitrary position, the movement amount being calculated so as to bring the image close to a target image; a determination data retrieval unit for retrieving the target image as determination data; and a learning unit for learning the movement amount to move the arm end portion or the workpiece from the arbitrary position to a target position. The target position is a position in which the vision sensor and the workpiece have a predetermined relative positional relationship. The target image is an image of the workpiece captured by the vision sensor when the arm end portion or the workpiece is disposed in the target position.
机译:机器学习装置包括状态观察单元,该状态观察单元用于将由视觉传感器捕捉到的工件的图像和臂端部从任意位置的移动量作为状态变量进行观察,该移动量被计算为使得图像接近目标图像;确定数据检索单元,用于检索目标图像作为确定数据;学习单元,用于学习使臂端部或工件从任意位置移动到目标位置的移动量。目标位置是视觉传感器和工件具有预定的相对位置关系的位置。目标图像是当臂端部或工件位于目标位置时由视觉传感器捕获的工件的图像。

著录项

  • 公开/公告号US2019299405A1

    专利类型

  • 公开/公告日2019-10-03

    原文格式PDF

  • 申请/专利权人 FANUC CORPORATION;

    申请/专利号US201916361207

  • 发明设计人 FUMIKAZU WARASHINA;YUUTAROU TAKAHASHI;

    申请日2019-03-22

  • 分类号B25J9/16;

  • 国家 US

  • 入库时间 2022-08-21 12:09:24

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