基于人体数据的弹性零件装配力控制规律选择及参数优化

Yasuhiko Fukumoto, K. Harada
{"title":"基于人体数据的弹性零件装配力控制规律选择及参数优化","authors":"Yasuhiko Fukumoto, K. Harada","doi":"10.1109/HUMANOIDS.2018.8624968","DOIUrl":null,"url":null,"abstract":"This paper proposes a novel force control design method used to assemble a ring-shaped elastic part to a cylinder's outer groove. To assemble a ring-shaped elastic part, forces acting on an elastic part should be made as small as possible. To cope with this problem, we propose a novel method in which the force control strategy itself is automatically determined based on the human characteristics while the parameters of the controller are determined by using a numerical optimization. First, the position data and the force data while a human demonstrates the assembly are measured. From the measured data, two control methods are derived by using the normalized cross-correlation (NCC). Then, we optimize the parameters included in the obtained controller by using the downhill simplex method. The objective function of optimization is the peak force during the assembly. We confirmed that the applied force is considerably reduced compared with conventional methods.","PeriodicalId":433345,"journal":{"name":"2018 IEEE-RAS 18th International Conference on Humanoid Robots (Humanoids)","volume":"66 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Force Control Law Selection for Elastic Part Assembly from Human Data and Parameter Optimization\",\"authors\":\"Yasuhiko Fukumoto, K. Harada\",\"doi\":\"10.1109/HUMANOIDS.2018.8624968\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper proposes a novel force control design method used to assemble a ring-shaped elastic part to a cylinder's outer groove. To assemble a ring-shaped elastic part, forces acting on an elastic part should be made as small as possible. To cope with this problem, we propose a novel method in which the force control strategy itself is automatically determined based on the human characteristics while the parameters of the controller are determined by using a numerical optimization. First, the position data and the force data while a human demonstrates the assembly are measured. From the measured data, two control methods are derived by using the normalized cross-correlation (NCC). Then, we optimize the parameters included in the obtained controller by using the downhill simplex method. The objective function of optimization is the peak force during the assembly. We confirmed that the applied force is considerably reduced compared with conventional methods.\",\"PeriodicalId\":433345,\"journal\":{\"name\":\"2018 IEEE-RAS 18th International Conference on Humanoid Robots (Humanoids)\",\"volume\":\"66 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 IEEE-RAS 18th International Conference on Humanoid Robots (Humanoids)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/HUMANOIDS.2018.8624968\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 IEEE-RAS 18th International Conference on Humanoid Robots (Humanoids)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/HUMANOIDS.2018.8624968","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

摘要

提出了一种将环形弹性件装配到圆筒外槽的力控制设计方法。为了装配环形弹性部件,作用在弹性部件上的力应尽可能小。为了解决这一问题,我们提出了一种新的方法,即根据人体特征自动确定力控制策略,同时通过数值优化确定控制器的参数。首先,测量人演示装配时的位置数据和力数据。根据实测数据,利用归一化互相关(NCC)导出了两种控制方法。然后,利用下坡单纯形法对所得到的控制器中的参数进行优化。优化的目标函数是装配过程中的峰值力。我们证实,与传统方法相比,施加的力大大减小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Force Control Law Selection for Elastic Part Assembly from Human Data and Parameter Optimization
This paper proposes a novel force control design method used to assemble a ring-shaped elastic part to a cylinder's outer groove. To assemble a ring-shaped elastic part, forces acting on an elastic part should be made as small as possible. To cope with this problem, we propose a novel method in which the force control strategy itself is automatically determined based on the human characteristics while the parameters of the controller are determined by using a numerical optimization. First, the position data and the force data while a human demonstrates the assembly are measured. From the measured data, two control methods are derived by using the normalized cross-correlation (NCC). Then, we optimize the parameters included in the obtained controller by using the downhill simplex method. The objective function of optimization is the peak force during the assembly. We confirmed that the applied force is considerably reduced compared with conventional methods.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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:604180095
Book学术官方微信