{"title":"n-DOF机械臂反馈控制拓扑及基于粒子群算法的末端执行器最优定位","authors":"Soumyendu Banerjee, G. Singh","doi":"10.1109/ASPCON49795.2020.9276677","DOIUrl":null,"url":null,"abstract":"In this work, optimal control of n-degrees of freedom (DOF) robotic manipulator, using particle swarm optimization (PSO), is proposed. Based on an arbitrary model of robotic manipulator, final position of end-effector was computed using four Denavit–Hartenberg (DH) parameters, associated with each link by forward kinematics. A feedback control topology was implemented that reduced the squared sum error, between the desired end-effector position and obtained end-effector position, in each iteration of PSO, within 3 dimensional cartesian space. The PSO provided optimized values of link parameters i.e. joint angles for revolute joints and link lengths for prismatic joints, so that the end-effector could be perfectly positioned at desired coordinate. This algorithm was successfully implemented in MATLAB/Simulink and tested on several arbitrary robotic manipulator with n-DOF system and it provided satisfactory result on controlling and positioning the end-effector.","PeriodicalId":193814,"journal":{"name":"2020 IEEE Applied Signal Processing Conference (ASPCON)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Feedback Control Topology of n-DOF Robotic Manipulator and Optimal Positioning of End-Effector using PSO\",\"authors\":\"Soumyendu Banerjee, G. Singh\",\"doi\":\"10.1109/ASPCON49795.2020.9276677\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this work, optimal control of n-degrees of freedom (DOF) robotic manipulator, using particle swarm optimization (PSO), is proposed. Based on an arbitrary model of robotic manipulator, final position of end-effector was computed using four Denavit–Hartenberg (DH) parameters, associated with each link by forward kinematics. A feedback control topology was implemented that reduced the squared sum error, between the desired end-effector position and obtained end-effector position, in each iteration of PSO, within 3 dimensional cartesian space. The PSO provided optimized values of link parameters i.e. joint angles for revolute joints and link lengths for prismatic joints, so that the end-effector could be perfectly positioned at desired coordinate. This algorithm was successfully implemented in MATLAB/Simulink and tested on several arbitrary robotic manipulator with n-DOF system and it provided satisfactory result on controlling and positioning the end-effector.\",\"PeriodicalId\":193814,\"journal\":{\"name\":\"2020 IEEE Applied Signal Processing Conference (ASPCON)\",\"volume\":\"36 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-10-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 IEEE Applied Signal Processing Conference (ASPCON)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ASPCON49795.2020.9276677\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE Applied Signal Processing Conference (ASPCON)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ASPCON49795.2020.9276677","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Feedback Control Topology of n-DOF Robotic Manipulator and Optimal Positioning of End-Effector using PSO
In this work, optimal control of n-degrees of freedom (DOF) robotic manipulator, using particle swarm optimization (PSO), is proposed. Based on an arbitrary model of robotic manipulator, final position of end-effector was computed using four Denavit–Hartenberg (DH) parameters, associated with each link by forward kinematics. A feedback control topology was implemented that reduced the squared sum error, between the desired end-effector position and obtained end-effector position, in each iteration of PSO, within 3 dimensional cartesian space. The PSO provided optimized values of link parameters i.e. joint angles for revolute joints and link lengths for prismatic joints, so that the end-effector could be perfectly positioned at desired coordinate. This algorithm was successfully implemented in MATLAB/Simulink and tested on several arbitrary robotic manipulator with n-DOF system and it provided satisfactory result on controlling and positioning the end-effector.