Dynamic walking control of quadruped locomotion robot using neural network

被引:0
|
作者
Koyama, Kakutaro
Nonami, Kenzo
机构
来源
Nippon Kikai Gakkai Ronbunshu, C Hen/Transactions of the Japan Society of Mechanical Engineers, Part C | 1996年 / 62卷 / 596期
关键词
Computer control - Decentralized control - Degrees of freedom (mechanics) - Feedback control - Feedforward neural networks - Frequency response - Learning algorithms - Motion control - Motion planning - Robot learning - Robotics - Two term control systems;
D O I
暂无
中图分类号
学科分类号
摘要
This paper proposes a new neural network algorithm for dynamic walking control of quadruped locomotion robot. A two-degree-of-freedom (2 DOF) control system, such as that in a locomotion robot, needs feedforward control in addition to feedback control to improve the control performance in terms of transient tracking responses. We believe that most research work on quadruped locomotion robots uses local feedback loops with PD control. We propose a new control strategy for a quadruped locomotion robot with dynamic locomotion using the 2 DOF control system with adaptive learning based on feedback error and learning based on stratum. Also, we propose an algorithm for compensation of a reference trajectory by the improved neural network. This system consists of a decentralized controller and a centralized controller. We have succeeded in conducting an actual locomotion test with very smooth and fast trotting locomotion.
引用
收藏
页码:1519 / 1526
相关论文
共 50 条
  • [21] Locomotion Planning for Quadruped Robot Walking on Lunar Rough Terrain
    Chu X.
    Zhang Q.
    Zhou Y.
    Wen W.
    Li X.
    Liu W.
    Advances in Astronautics Science and Technology, 2022, 5 (2) : 93 - 102
  • [22] CPG Driven Locomotion Control of Quadruped Robot
    Liu, Chengju
    Chen, Yifei
    Zhang, Jiaqi
    Chen, Qijun
    2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 2368 - 2373
  • [23] FEEDBACK CONTROL OF THE LOCOMOTION OF A TAILED QUADRUPED ROBOT
    Liu, Yujiong
    Ben-Tzvi, Pinhas
    PROCEEDINGS OF ASME 2021 INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, IDETC-CIE2021, VOL 8B, 2021,
  • [24] Adaptive walking control for quadruped robot by using oscillation patterns
    Zhang, Yong
    Qian, Yijia
    Ding, Yi
    Hou, Beiping
    Wang, Rongyang
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [25] The Quadruped Robot Locomotion Based on Force Control
    Zhang, Xianpeng
    Lang, Lin
    Wang, Jian
    Ma, Hongxu
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 5440 - 5445
  • [26] Adaptive walking control for quadruped robot by using oscillation patterns
    Yong Zhang
    Yijia Qian
    Yi Ding
    Beiping Hou
    Rongyang Wang
    Scientific Reports, 13
  • [27] Hybrid learning mechanisms under a neural control network for various walking speed generation of a quadruped robot
    Zhang, Yanbin
    Thor, Mathias
    Dilokthanakul, Nat
    Dai, Zhendong
    Manoonpong, Poramate
    NEURAL NETWORKS, 2023, 167 : 292 - 308
  • [28] Analysis, Prototyping and Locomotion Control of a Quadruped Robot
    Souza, Lucas
    Mohr, Felipe
    Alencar, Brenda
    2023 LATIN AMERICAN ROBOTICS SYMPOSIUM, LARS, 2023 BRAZILIAN SYMPOSIUM ON ROBOTICS, SBR, AND 2023 WORKSHOP ON ROBOTICS IN EDUCATION, WRE, 2023, : 129 - 134
  • [29] Dynamic Locomotion of a Quadruped Robot with Active Spine via Model Predictive Control
    Li, Wanyue
    Zhou, Zida
    Cheng, Hui
    2023 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, ICRA, 2023, : 1185 - 1191
  • [30] Realization of dynamic walking and running of a cat type quadruped robot using variable constraint control
    Takao, S
    Gu, ZH
    Ikeda, T
    Mita, T
    SICE 2003 ANNUAL CONFERENCE, VOLS 1-3, 2003, : 3053 - 3058