工业机器人冗余机械臂运动的自动控制算法研究

Yingni Liu, Lei Wang
{"title":"工业机器人冗余机械臂运动的自动控制算法研究","authors":"Yingni Liu,&nbsp;Lei Wang","doi":"10.1002/adc2.116","DOIUrl":null,"url":null,"abstract":"<p>The development of intelligent technology has led to the more frequent use of robots in industrial production, but the control problems in the redundant robotic arms of industrial robots have hindered their normal development. Therefore, in the study, in order to achieve automatic control of the redundant robotic arm of industrial robots, a multi-objective redundant robotic arm automatic control algorithm based on improved generalized weighted least squares and multi-objective feedback teaching and learning optimization algorithm is proposed. In the results, it is shown that the multi-objective optimization algorithm is effective for the control of the redundant robotic arm, and from the rectification results it is shown that the speed and position errors are only manifested at 0.005 s after time and there is no difference between its speed and position values. The above results show that for the automatic control of redundant robotic arms of industrial robots, the use of multi-objective optimization control is effective and can provide theoretical support for industrial production and industrial development, thus promoting the development of China's market economy.</p>","PeriodicalId":100030,"journal":{"name":"Advanced Control for Applications","volume":"5 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-10-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Research on automatic control algorithms for the motion of redundant robotic arms of industrial robots\",\"authors\":\"Yingni Liu,&nbsp;Lei Wang\",\"doi\":\"10.1002/adc2.116\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>The development of intelligent technology has led to the more frequent use of robots in industrial production, but the control problems in the redundant robotic arms of industrial robots have hindered their normal development. Therefore, in the study, in order to achieve automatic control of the redundant robotic arm of industrial robots, a multi-objective redundant robotic arm automatic control algorithm based on improved generalized weighted least squares and multi-objective feedback teaching and learning optimization algorithm is proposed. In the results, it is shown that the multi-objective optimization algorithm is effective for the control of the redundant robotic arm, and from the rectification results it is shown that the speed and position errors are only manifested at 0.005 s after time and there is no difference between its speed and position values. The above results show that for the automatic control of redundant robotic arms of industrial robots, the use of multi-objective optimization control is effective and can provide theoretical support for industrial production and industrial development, thus promoting the development of China's market economy.</p>\",\"PeriodicalId\":100030,\"journal\":{\"name\":\"Advanced Control for Applications\",\"volume\":\"5 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-10-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Advanced Control for Applications\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/adc2.116\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advanced Control for Applications","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/adc2.116","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

智能技术的发展使机器人在工业生产中的使用更加频繁,但工业机器人冗余机械臂的控制问题阻碍了其正常发展。因此,在本研究中,为了实现工业机器人冗余机械臂的自动控制,提出了一种基于改进广义加权最小二乘法和多目标反馈教学优化算法的多目标冗余机械臂自动控制算法。结果表明,多目标优化算法对冗余机械臂的控制是有效的,从校正结果来看,速度和位置误差仅表现在0.005 s,并且其速度值和位置值之间没有差异。上述结果表明,对于工业机器人冗余机械臂的自动控制,使用多目标优化控制是有效的,可以为工业生产和工业发展提供理论支持,从而促进中国市场经济的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

摘要图片

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Research on automatic control algorithms for the motion of redundant robotic arms of industrial robots

The development of intelligent technology has led to the more frequent use of robots in industrial production, but the control problems in the redundant robotic arms of industrial robots have hindered their normal development. Therefore, in the study, in order to achieve automatic control of the redundant robotic arm of industrial robots, a multi-objective redundant robotic arm automatic control algorithm based on improved generalized weighted least squares and multi-objective feedback teaching and learning optimization algorithm is proposed. In the results, it is shown that the multi-objective optimization algorithm is effective for the control of the redundant robotic arm, and from the rectification results it is shown that the speed and position errors are only manifested at 0.005 s after time and there is no difference between its speed and position values. The above results show that for the automatic control of redundant robotic arms of industrial robots, the use of multi-objective optimization control is effective and can provide theoretical support for industrial production and industrial development, thus promoting the development of China's market economy.

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
CiteScore
2.60
自引率
0.00%
发文量
0
期刊最新文献
Issue Information Efficient parameter estimation for second order plus dead time systems in process plant control Optimal installation of DG in radial distribution network using arithmetic optimization algorithm To cascade feedback loops, or not? A novel modulation for four-switch Buck-boost converter to eliminate the right half plane zero point
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1