Real Time Parallel Robot Direct Kinematic Problem Computation Using Neural Networks

被引:0
|
作者
Zubizarreta, Asier [1 ]
Larrea, Mikel [1 ]
Irigoyen, Eloy [1 ]
Cabanes, Itziar [1 ]
机构
[1] Univ Basque Country, UPV EHU, Bilbao, Spain
关键词
Parallel robots; Direct kinematic problem; Artificial neural network; MANIPULATORS; PLATFORM; FORM;
D O I
10.1007/978-3-319-19719-7_25
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The calculation of the Direct Kinematic Problem (DKP) is one of the main issues in real-world applications of Parallel Robots, as iterative procedures have to be applied to compute the pose of the robot. Being this issue critical to robot Real-Time control, in this work a methodology to use Artificial Neural Networks to approximate the DKP is proposed and a comprehensive study is carried out to demonstrate experimentally the Real-Time performance benefits of the approach in a 3PRS parallel robot.
引用
收藏
页码:285 / 295
页数:11
相关论文
共 50 条
  • [1] Real time direct kinematic problem computation of the 3PRS robot using neural networks
    Zubizarreta, Asier
    Larrea, Mikel
    Irigoyen, Eloy
    Cabanes, Itziar
    Portillo, Eva
    NEUROCOMPUTING, 2018, 271 : 104 - 114
  • [2] Inverse Kinematic Control of a Delta Robot Using Neural Networks in Real-Time
    Gholami, Akram
    Homayouni, Taymaz
    Ehsani, Reza
    Sun, Jian-Qiao
    ROBOTICS, 2021, 10 (04)
  • [3] Kinematic Modelling of a 3RRR Planar Parallel Robot Using Genetic Algorithms and Neural Networks
    Garcia-Samartin, Jorge Francisco
    Barrientos, Antonio
    MACHINES, 2023, 11 (10)
  • [4] Kinematic and dynamic modelling for real-time control of Tau parallel robot
    Zhu, ZQ
    Li, JS
    Gan, ZX
    Zhang, H
    MECHANISM AND MACHINE THEORY, 2005, 40 (09) : 1051 - 1067
  • [5] Real-time optimization and computation for interconnected nonlinear systems using neural networks
    Hou, ZG
    Tan, M
    Gupta, MM
    Nikiforuk, PN
    PROCEEDINGS OF THE THIRD IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS, 2004, : 208 - 213
  • [6] Shortest paths computation of graph by neural networks in real time
    Zhu, DM
    Ma, SH
    ICSP '96 - 1996 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1996, : 1461 - 1464
  • [7] On the computation of the direct kinematics of parallel manipulators using polynomial networks
    Boudreau, R
    Darenfed, S
    Gosselin, CM
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1998, 28 (02): : 213 - 220
  • [8] Direct kinematic singularity detection of a Hexa parallel robot
    Hesselbach, J
    Bier, C
    Campos, A
    Löwe, H
    2005 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), VOLS 1-4, 2005, : 3238 - 3243
  • [9] Tracking control of a mobile robot with kinematic uncertainty using neural networks
    Zou, An-Min
    Hou, Zeng-Guang
    Tan, Min
    Chen, Xi-Jun
    Zhang, Yun-Chu
    NEURAL INFORMATION PROCESSING, PT 3, PROCEEDINGS, 2006, 4234 : 721 - 730
  • [10] Forward Kinematic Analysis of Spatial Parallel Robots Using a Parallel Evolutionary Neural Networks
    Tavassolian, Fazeleh
    Khotanlou, Hassan
    Varshovi-Jaghargh, Payam
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF MECHANICAL ENGINEERING, 2023, 47 (03) : 1079 - 1092