{"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}
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.