Artificial neural networks for identification in real time of the robot manipulator model parameters

被引:0
|
作者
Nawrocki, Marcin [1 ]
Nawrocka, Agata [2 ]
机构
[1] AGH Univ Sci & Technol, Fac Mech Engn & Robot, Dept Min Dressing & Transport Machines, Krakow, Poland
[2] AGH Univ Sci & Technol, Fac Mech Engn & Robot, Dept Proc Control, Krakow, Poland
关键词
neural network; robot manipulator; identification; SYSTEMS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the manipulator identification process was presented. To identify single-layer neural network with sigmoidal functions that describe individual neurons was used. The main goal was the approximation nonlinearities of manipulator model in real time. It was assumed that the nonlinearity of the manipulator are unknown. The stability of the identification system adopted by the law of the learning network weights generated based on Lyapunov stability theory.
引用
收藏
页码:383 / 386
页数:4
相关论文
共 50 条
  • [31] ROBOT CONTROL BY ARTIFICIAL NEURAL NETWORKS
    ASAKAWA, K
    BULLETIN OF THE JAPAN SOCIETY OF PRECISION ENGINEERING, 1990, 24 (03): : 163 - 167
  • [32] Water Distribution Networks Model Identification using Artificial Neural Networks
    Mosetlhe, Thapelo
    Hamam, Yskandar
    Du, Shengzhi
    Monacelli, Eric
    Alayli, Yasser
    2019 IEEE AFRICON, 2019,
  • [33] Identification of parameters of dynamic Preisach model by neural networks
    Trapanese, Marco
    JOURNAL OF APPLIED PHYSICS, 2008, 103 (07)
  • [34] Identification of DEM simulation parameters by Artificial Neural Networks and bulk experiments
    Benvenuti, L.
    Kloss, C.
    Pirker, S.
    POWDER TECHNOLOGY, 2016, 291 : 456 - 465
  • [35] On-line identification of modal parameters using artificial neural networks
    Lim, TW
    Cabell, RH
    Silcox, RJ
    JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 1996, 118 (04): : 649 - 656
  • [36] Identification of minerals using artificial neural networks based on Moessbauer parameters
    Shi, Hairong
    Xiao, Yuming
    Huang, Hongbo
    Wu, Dongmin
    Ali, A. M.
    Li, Min
    Li, Shimin
    Xia, Yuanfu
    He Jishu/Nuclear Techniques, 2000, 23 (07): : 467 - 474
  • [37] Using of Artificial Neural Networks (ANN) for Aircraft Motion Parameters Identification
    Bondarets, Anatolij
    Kreerenko, Olga
    ENGINEERING APPLICATIONS OF NEURAL NETWORKS, PROCEEDINGS, 2009, 43 : 246 - 256
  • [38] Identification of Induction Motor Parameters in Industrial Drives with Artificial Neural Networks
    Karanayil, Baburaj
    Rahman, Muhammed Fazlur
    Grantham, Colin
    ADVANCES IN FUZZY SYSTEMS, 2009, 2009
  • [39] Input parameters for artificial neural networks in frame connection damage identification
    Wang, Baisheng
    Ni, Yiqing
    Ko, Janming
    Zhendong Gongcheng Xuebao/Journal of Vibration Engineering, 2000, 13 (01): : 137 - 142
  • [40] System identification of a robot arm with extended Kalman filter and artificial neural networks
    Horvath, Sabine
    Neuner, Hans
    JOURNAL OF APPLIED GEODESY, 2019, 13 (02) : 135 - 150