CALIBRATION OF A 6-DOF SPACE ROBOT USING GENETIC ALGORITHM

被引:9
|
作者
Liu Yu [1 ]
Jiang Yanshu [2 ]
Liang Bin [1 ]
Xu Wenfu [1 ]
机构
[1] Harbin Inst Technol, Coll Sci & Technol, Harbin 150001, Peoples R China
[2] Harbin Univ Sci & Technol, Dept Automat, Harbin 150008, Peoples R China
基金
中国国家自然科学基金;
关键词
Robot calibration; Position and orientation accuracy; Measurement noises; Genetic algorithm;
D O I
10.3901/CJME.2008.06.006
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The kinematic error model of a 6-DOF space robot is deduced, and the cost function of kinematic parameter identification is built. With the aid of the genetic algorithm (GA) that has the powerful global adaptive probabilistic search ability, 24 parameters of the robot are identified through simulation, which makes the pose (position and orientation) accuracy of the robot a great improvement. In the process of the calibration, stochastic measurement noises are considered. Lastly, generalization of the identified kinematic parameters in the whole workspace of the robot is discussed. The simulation results show that calibrating the robot with GA is very stable and not sensitive to measurement noise. Moreover, even if the robot's kinematic parameters are relative, GA still has strong search ability to find the optimum solution.
引用
收藏
页码:6 / 13
页数:8
相关论文
共 50 条
  • [1] CALIBRATION OF A 6-DOF SPACE ROBOT USING GENETIC ALGORITHM
    LIU Yu College of Science and Technology
    Chinese Journal of Mechanical Engineering, 2008, 21 (06) : 6 - 13
  • [2] Structural design and simulation of 6-DOF robot based on genetic algorithm
    Li, Huapeng
    Yan, An
    PROCEEDINGS OF 2021 2ND INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INFORMATION SYSTEMS (ICAIIS '21), 2021,
  • [3] Dynamics and control of a 6-DOF space robot with flexible panels
    Yu Zhang-Wei
    Liu Xiao-Feng
    Li Hai-Quan
    Cai Guo-Ping
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 2017, 231 (06) : 1022 - 1034
  • [4] A Step Identification Method for Kinematic Calibration of a 6-DOF Serial Robot
    Tang, Huaiyan
    He, Zhenya
    Ma, Yexin
    Zhang, Xianmin
    MECHANISM AND MACHINE SCIENCE, 2017, 408 : 1009 - 1020
  • [5] Geometric Parameter Identification of a 6-DOF Space Robot Using a Laser-Ranger
    Yu Liu
    Zainan Jiang
    Hong Liu
    Wenfu Xu
    JOURNAL OF ROBOTICS, 2012, 2012
  • [6] Force Control of a New 6-DOF Haptic Interface for a 6-DOF Serial Robot
    Vu Minh Hung
    Na, Uhn Joo
    INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2010), 2010, : 1653 - 1658
  • [7] A 6-DOF PARALLEL ROBOT HEXA
    UCHIYAMA, M
    ADVANCED ROBOTICS, 1994, 8 (06) : 601 - 601
  • [8] Robust adaptive control of a 6-DOF space robot with flexible panels
    Yu Z.-W.
    Cai G.-P.
    International Journal of Dynamics and Control, 2019, 7 (04) : 1370 - 1378
  • [9] Kinematics Calibration Research Based on the Positioning Error of the 6-DOF Industrial Robot
    Yang, Xiaolei
    Liu, Dong
    Bai, Yunfei
    Cong, Ming
    Liao, Zhongqing
    2015 IEEE INTERNATIONAL CONFERENCE ON CYBER TECHNOLOGY IN AUTOMATION, CONTROL, AND INTELLIGENT SYSTEMS (CYBER), 2015, : 913 - 917
  • [10] Kinematic calibration of a 6-DOF hybrid robot by considering multicollinearity in the identification Jacobian
    Huang, Tian
    Zhao, Dong
    Yin, Fuwen
    Tian, Wenjie
    Chetwynd, Derek G.
    MECHANISM AND MACHINE THEORY, 2019, 131 : 371 - 384