Robust control for biped robot using cerebellar model articulation controller

被引:0
|
作者
Lin, Chih-Min [1 ]
Fan, Wei-Che [1 ]
Chen, Chiu-Hsiung [1 ]
Hou, Yu-Ling [1 ]
机构
[1] Yuan Ze Univ, Dept Elect Engn, Tao Yuan 320, Taiwan
关键词
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
In this paper, a design technique of cerebellar model articulation controller (CMAC)-based fault-tolerant control (FTC) system is investigated to deal with the nonlinear faults of the biped robot. The proposed CMAC-based FTC (CFTC) scheme contains two main components: (1) the online fault estimation module based on a CMAC is used to provide the approximation information for any non-nominal behavior due to the faults of the biped robot; and (2) the controller module consists of a computed torque controller and a robust fault-tolerant controller. In the controller module, the computed torque controller reveals a basic stabilizing controller to stabilize the system and the robust fault-tolerant controller is utilized to compensate for the effects of the system failure so as to achieve the fault accommodation. The adaptive laws of CMAC are rigorously established based on the Lyapunov function so that the stability of the CFTC system can be guaranteed. Finally, simulation results show that the CFTC can apparently recover the control performance for the biped robot in the existence of the nonlinear faults.
引用
收藏
页码:2485 / +
页数:2
相关论文
共 50 条
  • [21] FPGA-BASED ROBUST ADAPTIVE CONTROL OF BLDC MOTORS USING FUZZY CEREBELLAR MODAL ARTICULATION CONTROLLER
    Lin, Chih-Min
    Ting, Ang-Bung
    Hsu, Chun-Fei
    Chung, Chao-Ming
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (5A): : 3411 - 3429
  • [22] Robust Recurrent Cerebellar Model Articulation Controller for Non-Linear MIMO Systems
    Xuan-Kien Dang
    Van-Phuong Ta
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2019, 10 (03) : 38 - 47
  • [23] Genetic algorithm based robust learning credit assignment cerebellar model articulation controller
    Lee, ZJ
    Wang, YP
    Su, SF
    APPLIED SOFT COMPUTING, 2004, 4 (04) : 357 - 367
  • [24] Robust Adaptive Beamforming Based on Fuzzy Cerebellar Model Articulation Controller Neural Network
    Yu, Jiaqiang
    Fan, Pingqing
    Li, Cong
    Lu, Xiaotian
    APPLIED COMPUTATIONAL ELECTROMAGNETICS SOCIETY JOURNAL, 2019, 34 (05): : 738 - 745
  • [25] A robust learning algorithm based on support vector regression and robust fuzzy cerebellar model articulation controller
    Zne-Jung Lee
    Applied Intelligence, 2008, 29 : 47 - 55
  • [26] A robust learning algorithm based on support vector regression and robust fuzzy cerebellar model articulation controller
    Lee, Zne-Jung
    APPLIED INTELLIGENCE, 2008, 29 (01) : 47 - 55
  • [27] Adaptive Filter Design Using Recurrent Cerebellar Model Articulation Controller
    Lin, Chih-Min
    Chen, Li-Yang
    Yeung, Daniel S.
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2010, 21 (07): : 1149 - 1157
  • [28] Adaptive Noise Cancellation Using Deep Cerebellar Model Articulation Controller
    Tsao, Yu
    Chu, Hao-Chun
    Fang, Shih-Hau
    Lee, Junghsi
    Lin, Chih-Min
    IEEE ACCESS, 2018, 6 : 37395 - 37402
  • [29] Optimal output of PV by using the immune and cerebellar model articulation controller
    Liu, Chun-Xia
    Liu, Li-Qun
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2011, 39 (11): : 145 - 148
  • [30] Fault accommodation for nonlinear systems using cerebellar model articulation controller
    Lin, CM
    Liu, Y
    Chen, CH
    Chen, LY
    2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 879 - 883