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arXiv 1801.09145cs.RO
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工业机器人控制与制造中的人机认知耦合

An Innovative Human-Robot Cognitive Coupling in Industrial Robot Control and Manufacturing

Sriwijaya University(斯里维贾亚大学)

Yusuke Inoune, Agunar Prayit

摘要:

本文论证了人-机器人认知耦合的结构和本质的基础。人类的大脑最擅长将物体联系起来,而数字设备只能进行比较。机器人和人类代理之间的成功通信涉及将人类思想转换为可以比较的独特数字,并将这些数字转换回人类可以理解的形式。认知机器人是一种能够解释自己的操作数据的机器人。从远程机器人的D&D项目的角度来看,系统被设计为利用传感器数据,从中提取可用的配置文件和信息,然后将其作为标称/非标称操作的自我测试手段。如果操作被认为是非标称的,则遥控机器人开始一系列召回和比较先前的非标称发生,以确定潜在的校正。以这种方式,遥控机器人可以应用以前的“经验”,以便在不需要操作员输入的情况下学习。在认知遥操作机器人中,知识库是存储所需信息的重要组成部分。本文提出了一种具有学习能力的以工具为中心的知识库。本文提出了一种基于强化学习的全局和局部知识更新算法,并结合操作者的认知进行知识融合。

英文摘要:

This paper demonstrates the groundwork for the structure and nature of Human-Robot Cognitive Coupling.The human mind is best at associating objects, while digital devices can only compare. Successful communication between robot and human agents involves translating human thought into unique numbers that can be compared, and translating these numbers back into a form that humans can understand. A cognitive robot is one capable of interpreting its own operational data. Working from a D&D project standpoint with a telerobot, a system is designed to utilize sensor data, extract usable profiles and information from them, and then apply them as a means of self-testing for nominal/off-nominal operations. If operations are considered off-nominal, the telerobot begins a sequence of recalling and comparing previous off-nominal occurrences to determine potential corrections. In this manner, a telerobot can apply previous 'experiences' in order to learn without the need for operator input. In the cognitive telerobotics, knowledge base is an important component to store required information. In this paper, a tool-centric knowledge base with learning capability is presented. In this paper, the knowledge can be updated based on the reinforcement learning algorithm at both global and local levels and knowledge fusion by coupling with operator's cognition.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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