A Human Robot Interaction Framework for Robotic Motor Skill Learning

Michail Theofanidis, Joe Cloud, Ashwin Ramesh Babu, J. Brady, F. Makedon
{"title":"A Human Robot Interaction Framework for Robotic Motor Skill Learning","authors":"Michail Theofanidis, Joe Cloud, Ashwin Ramesh Babu, J. Brady, F. Makedon","doi":"10.1145/3197768.3197790","DOIUrl":null,"url":null,"abstract":"A considerable amount of research in the field of human-robot interaction has shown that a human teacher can be an integral component during the learning process of a robot. In this paper, we propose a learning framework that is based on learning from demonstration at a trajectory level. Specifically, we illustrate a scenario where the Sawyer Robotic Arm must learn to pick and place a specific object according to the demonstration of a human teacher. The purpose of the experiment is to facilitate the effectiveness of the proposed method.","PeriodicalId":130190,"journal":{"name":"Proceedings of the 11th PErvasive Technologies Related to Assistive Environments Conference","volume":"54 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 11th PErvasive Technologies Related to Assistive Environments Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3197768.3197790","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

A considerable amount of research in the field of human-robot interaction has shown that a human teacher can be an integral component during the learning process of a robot. In this paper, we propose a learning framework that is based on learning from demonstration at a trajectory level. Specifically, we illustrate a scenario where the Sawyer Robotic Arm must learn to pick and place a specific object according to the demonstration of a human teacher. The purpose of the experiment is to facilitate the effectiveness of the proposed method.
机器人运动技能学习的人机交互框架
在人机交互领域的大量研究表明,人类教师可以成为机器人学习过程中不可或缺的组成部分。在本文中,我们提出了一个基于在轨迹水平上从演示中学习的学习框架。具体来说,我们举例说明了一个场景,在这个场景中,索耶机械臂必须学会根据人类老师的演示来挑选和放置特定的物体。实验的目的是为了促进所提出的方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信