Artificial Neural Networks Applied in the Solution of the Inverse Kinematics Problem of a 3D Manipulator Arm

被引:0
|
作者
Dalmedico, Jonatas Favotto [1 ]
Mendonca, Marco [2 ]
de Souza, Lucas Botoni [2 ]
Duarte Barros, Ruan Victor P. [2 ]
Chrun, Ivan Rossato [3 ]
机构
[1] Fed Univ Technol Parana UTFPR, Mech Engn Dept DAMEC, Cornelio Procopio, Brazil
[2] Fed Univ Technol Parana UTFPR, Eletr Engn Dept DAELE, Cornelio Procopio, Brazil
[3] Fed Univ Technol Parana UTFPR, CPGEI Grad Sch Elect & Comp Engn, Curitiba, Parana, Brazil
关键词
Robotic Arm; Inverse Kinematics; Neural Networks;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper approaches the classic problem of robotics' Inverse Kinematics. This problem does not have a trivial solution due its solution complexity, in addition to multiple solutions for the same final position of the robotic actuator. The number of solutions increases with the number of degrees of freedom. In this context, the goal of this paper is to present a solution to this problem through the application of an Artificial Neural Network (ANN) in a robotic arm with 4 degrees of freedom in three dimensions. Initial results with a set of seven points using two different ANN configurations were convincing.
引用
收藏
页码:787 / 792
页数:6
相关论文
共 50 条
  • [1] SOLUTION OF THE INVERSE KINEMATICS PROBLEM OF THE MANIPULATOR.
    Bratchikov, S. A.
    Abramova, E. A.
    Fedosov, U., V
    VESTNIK TOMSKOGO GOSUDARSTVENNOGO UNIVERSITETA-UPRAVLENIE VYCHISLITELNAJA TEHNIKA I INFORMATIKA-TOMSK STATE UNIVERSITY JOURNAL OF CONTROL AND COMPUTER SCIENCE, 2021, (56): : 4 - 11
  • [2] Finding the inverse kinematics of manipulator arm using artificial neural network with lookup table
    Morris, AS
    Mansor, A
    ROBOTICA, 1997, 15 : 617 - 625
  • [3] Finding the inverse kinematics of manipulator arm using artificial neural network with lookup table
    Univ of Sheffield, Sheffield, United Kingdom
    Robotica, pt 6 (617-625):
  • [4] Artificial Neural Networks for inverse kinematics problem in articulated robots
    Cagigas-Muniz, Daniel
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 126
  • [5] NEURAL NETWORKS AND THE INVERSE KINEMATICS PROBLEM
    JACK, H
    LEE, DMA
    BUCHAL, RO
    ELMARAGHY, WH
    JOURNAL OF INTELLIGENT MANUFACTURING, 1993, 4 (01) : 43 - 66
  • [6] The solution of an inverse problem in plates by means of artificial neural networks
    Piatkowski, G
    Ziemianski, L
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING - ICAISC 2004, 2004, 3070 : 1087 - 1092
  • [7] Visual Servoing Application for Inverse Kinematics of Robotic Arm Using Artificial Neural Networks
    Ak, Ayca
    Topuz, Vedat
    Ersan, Emregul
    STUDIES IN INFORMATICS AND CONTROL, 2018, 27 (02): : 183 - 190
  • [9] Wavelet network solution for the inverse kinematics problem in robotic manipulator
    Chen H.
    Chen W.-S.
    Xie T.
    Journal of Zhejiang University-SCIENCE A, 2006, 7 (4): : 525 - 529
  • [10] A new solution for inverse kinematics of manipulator based on neural network
    Wei, LX
    Wang, HR
    Li, Y
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1201 - 1203