A neural-fuzzy walking control of an autonomous biped robot

被引:0
|
作者
Ferreira, JP [1 ]
Amaral, TG [1 ]
Pires, VF [1 ]
Crisóstomo, MM [1 ]
Coimbra, AP [1 ]
机构
[1] Polytech Inst Coimbra, Super Inst Engn Coimbra, P-3040228 Coimbra, Portugal
关键词
biped robot; Neural-fuzzy Control; learning; Zero Moment Point;
D O I
暂无
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this paper an adaptive neural-fuzzy walking control of an autonomous biped robot is proposed. This control system uses a feed forward neural network based on nonlinear regression. The general regression neural network is used to construct the base of an adaptive neuro-fuzzy system. The neural network uses an iterative grid partition method for the initial structure identification of the controller parameters. Comparison results are done between the proposed method and the ANFIS tool provided in the fuzzy MATLAB toolbox. The robot's control system uses an inverted pendulum to balance of the gaits. The effectiveness of the proposed control system is demonstrated by simulation and experimental tests.
引用
收藏
页码:253 / 258
页数:6
相关论文
共 50 条
  • [21] Walking planning and control for a biped robot upstairs
    Yin, Chenbo
    Zheng, Donghua
    Xiao, Le
    ICINCO 2008: PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, VOL RA-1: ROBOTICS AND AUTOMATION, VOL 1, 2008, : 133 - +
  • [22] Nonlinear robust walking control of biped robot
    Takai, Hiromu
    Nakamura, Hisakazu
    Nishitani, Hirokazu
    2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-5, 2007, : 952 - 957
  • [23] Compensatory motion control for a biped walking robot
    Lim, HO
    Takanishi, A
    ROBOTICA, 2005, 23 : 1 - 11
  • [24] Design and control of a biped walking and jogging robot
    Gienger, M
    Löffler, K
    Pfeiffer, F
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON CLIMBING AND WALKING ROBOTS, CLAWAR 99, 1999, : 49 - 58
  • [25] Energy shaping control of biped walking robot
    Liu, D.-J. (dejunliu@126.com), 1600, South China University of Technology (29):
  • [26] Biped Robot Walking Based on Imitation Control
    Lee, Sang Hyup
    Oh, Dong-Pyo
    Shon, Su Goog
    INTERNATIONAL CONFERENCE ON MECHANISM SCIENCE AND CONTROL ENGINEERING (MSCE 2014), 2014, : 709 - 715
  • [27] Neural control of quadruped robot for autonomous walking on soft terrain
    Shimada, S
    Egami, T
    Ishimura, K
    Wada, M
    DISTRIBUTED AUTONOMOUS ROBOTIC SYSTEMS 5, 2002, : 415 - 423
  • [28] A neural-fuzzy control in resistance furnace
    Fang, KL
    Shen, ZJ
    1997 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT PROCESSING SYSTEMS, VOLS 1 & 2, 1997, : 200 - 204
  • [29] A modular neural-fuzzy controller for autonomous reactive navigation
    Overholt, JL
    Hudas, GR
    Cheok, KC
    NAFIPS 2005 - 2005 Annual Meeting of the North American Fuzzy Information Processing Society, 2005, : 121 - 126
  • [30] Dynamic structure neural-fuzzy networks for robust adaptive control of robot manipulators
    Chen, Chaio-Shiung
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2008, 55 (09) : 3402 - 3414