基于梯度的协同机器人实时避碰连续轨迹优化方法

Bo Liu, S. Wei
{"title":"基于梯度的协同机器人实时避碰连续轨迹优化方法","authors":"Bo Liu, S. Wei","doi":"10.1109/icaice54393.2021.00015","DOIUrl":null,"url":null,"abstract":"Collision avoidance is an essential consideration in the growing application of human-robot interaction (HRI) and robot-robot interaction (RRI). Based on predicting the trajectory of other agents, a continuous-time trajectory optimization method based on the gradient for real-time collision avoidance of manipulators is proposed in this paper. The algorithm constructs a gradient field in joint space. It optimizes trajectory by using convex hull characteristics of the B-spline so that the robot can avoid dynamic obstacles and generate a smooth and dynamic feasible trajectory in joint space. The proposed collaborative robot (Co-robot) trajectory planning framework can be calculated in real-time and verified by simulation.","PeriodicalId":388444,"journal":{"name":"2021 2nd International Conference on Artificial Intelligence and Computer Engineering (ICAICE)","volume":"89 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"An Gradient-based Continuous-Time Trajectory Optimization method for Real-Time Collision Avoidance on collaborative robot\",\"authors\":\"Bo Liu, S. Wei\",\"doi\":\"10.1109/icaice54393.2021.00015\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Collision avoidance is an essential consideration in the growing application of human-robot interaction (HRI) and robot-robot interaction (RRI). Based on predicting the trajectory of other agents, a continuous-time trajectory optimization method based on the gradient for real-time collision avoidance of manipulators is proposed in this paper. The algorithm constructs a gradient field in joint space. It optimizes trajectory by using convex hull characteristics of the B-spline so that the robot can avoid dynamic obstacles and generate a smooth and dynamic feasible trajectory in joint space. The proposed collaborative robot (Co-robot) trajectory planning framework can be calculated in real-time and verified by simulation.\",\"PeriodicalId\":388444,\"journal\":{\"name\":\"2021 2nd International Conference on Artificial Intelligence and Computer Engineering (ICAICE)\",\"volume\":\"89 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 2nd International Conference on Artificial Intelligence and Computer Engineering (ICAICE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/icaice54393.2021.00015\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 2nd International Conference on Artificial Intelligence and Computer Engineering (ICAICE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/icaice54393.2021.00015","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

在人机交互(HRI)和机器人-机器人交互(RRI)的日益广泛的应用中,避免碰撞是一个重要的考虑因素。在预测其他智能体轨迹的基础上,提出了一种基于梯度的机器人实时避碰连续时间轨迹优化方法。该算法在关节空间中构造梯度场。利用b样条的凸壳特性对轨迹进行优化,使机器人能够避开动态障碍物,在关节空间生成光滑的动态可行轨迹。所提出的协作机器人(Co-robot)轨迹规划框架可以实时计算并通过仿真验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Gradient-based Continuous-Time Trajectory Optimization method for Real-Time Collision Avoidance on collaborative robot
Collision avoidance is an essential consideration in the growing application of human-robot interaction (HRI) and robot-robot interaction (RRI). Based on predicting the trajectory of other agents, a continuous-time trajectory optimization method based on the gradient for real-time collision avoidance of manipulators is proposed in this paper. The algorithm constructs a gradient field in joint space. It optimizes trajectory by using convex hull characteristics of the B-spline so that the robot can avoid dynamic obstacles and generate a smooth and dynamic feasible trajectory in joint space. The proposed collaborative robot (Co-robot) trajectory planning framework can be calculated in real-time and verified by simulation.
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:481959085
Book学术官方微信