Reduce Positioning Error for Robot Manipulator with Intelligent Technique

被引:0
|
作者
Barati, Maryam
Khoogar, Ahmad Reza
Nasiriyan, Mehrzad
机构
来源
关键词
calibration; identification; genetic algorithm; PSO; least square; robot; manipulator; link parameter; CALIBRATION;
D O I
10.4028/www.scientific.net/AMR.403-408.697
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Using robot manipulators for high accuracy applications require precise value of the kinematics parameters. Since measurement of kinematics parameters are usually corrupted with errors and their accurate measurements are usually expensive, automatic calibration of robot link parameters makes the determination of kinematic parameters much simpler. In this paper a simple and easy to use algorithm is introduced for correction and calibration of robot kinematics parameters. Actually, at several end-effecter positions, the corresponding joint variables are measured simultaneously. This information is then used in three different algorithms; the Least Square (LS), the Particle Swarm Optimization (PSO) and the Genetic algorithms (GA) for automatic calibration and correction of the kinematics parameters. This process was also tested experimentally using a three degree of freedom manipulator which was actually built as a coordinate measuring machine (CMM). The experimental Results show that the intelligent algorithms provide better results for both parameter identification and calibration of the link parameters.
引用
收藏
页码:697 / 706
页数:10
相关论文
共 50 条
  • [1] SELF-COMPENSATION METHOD FOR ERROR OF POSITIONING ACCURACY OF INTELLIGENT SYNCHRONOUS MANIPULATOR
    Wang, Minchuan
    THERMAL SCIENCE, 2020, 24 (03): : 1569 - 1576
  • [2] The development of the robot manipulator for an intelligent service robot
    Lee, Jeong-Min
    Park, Bum-Seok
    Lee, Yong-Seok
    Ahn, Jeong-Seok
    Lee, Sang-Ho
    Lim, Seong-Jin
    Han, Chang-Soo
    2006 SICE-ICASE INTERNATIONAL JOINT CONFERENCE, VOLS 1-13, 2006, : 4020 - +
  • [3] ANALYSIS OF ROBOT POSITIONING ERROR
    CHANDRA, MJ
    ROSENSHINE, M
    SOYSTER, AL
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1986, 24 (05) : 1159 - 1169
  • [4] PV Panel Positioning using a Robot Manipulator
    Chaib, Ahmed
    Kesraoui, Mohamed
    Kechadi, Elyes
    PROCEEDINGS OF 2015 3RD IEEE INTERNATIONAL RENEWABLE AND SUSTAINABLE ENERGY CONFERENCE (IRSEC'15), 2015, : 1214 - 1219
  • [5] A MANIPULATOR ROBOT FOR FAST AND ACCURATE POSITIONING OF THE OBJECT
    Vnykov, A. A.
    Mustary, Shabnom
    THIRD IAA CONFERENCE ON DYNAMICS AND CONTROL OF SPACE SYSTEMS 2017, 2017, 161 : 921 - 940
  • [6] Technique to correct the localization error of the mobile robot positioning system using an RFID
    Lee, Hyun-Jeong
    Kim, Moon Sik
    Lee, Min Cheol
    PROCEEDINGS OF SICE ANNUAL CONFERENCE, VOLS 1-8, 2007, : 1501 - +
  • [7] Intelligent control of a robot manipulator by visual feedback
    Sung-Hyun Han
    Jong-Il Bae
    Man-Hyung Lee
    Artificial Life and Robotics, 2000, 4 (3) : 156 - 161
  • [8] Error in robot's positioning caused by resolver error
    Missala, T.
    Prace Naukowe Instytutu Cybernetyki Technicznej, Politechniki Wroclawskiej, 1988, (75):
  • [9] Mapping of positioning error of robot manipulators
    Huey, C.O. Jr.
    Anand, Joseph
    Robotics and Factories of the Future - Proceedings of an International Conference, 1984,
  • [10] A positioning method of intelligent plastering robot head
    Liu, Yongjing
    Yu, Hongyang
    2020 13TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2020), 2020, : 318 - 321