Real-time control of a wheeled inverted pendulum based on an intelligent model free controller

被引:25
作者
Chiu, Chih-Hui [1 ]
Lin, You-Wei [1 ]
Lin, Chun-Hsien [1 ]
机构
[1] Yuan Ze Univ, Dept Elect Engn, Tao Yuan 320, Taiwan
关键词
Adaptive output recurrent cerebellar-model-articulation-controller; Wheeled inverted pendulum; Adaptive learning rate; CMAC; DESIGN; SYSTEMS;
D O I
10.1016/j.mechatronics.2011.01.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work applies a novel model free intelligent controller to control wheeled inverted pendulums (WIPs). The main purpose of this work is to develop an adaptive output recurrent cerebellar-model-articulation-controller (AORCMAC) for angle and position control of such a WIP without model information. Because the novel model free AORCMAC architecture captures system dynamics, it has a superior capability to the conventional cerebellar-model-articulation-controllers in terms of its efficient learning and dynamic response. Moreover, a virtual angle is applied to complete the angle and position control of the WIP simultaneously with the model information unknown. The experimental results indicate that the WIPs can stand upright and move forward and backward stably when using the proposed control scheme. (c) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:523 / 533
页数:11
相关论文
共 29 条
  • [1] A systematic classification of neural-network-based control
    Agarwal, M
    [J]. IEEE CONTROL SYSTEMS MAGAZINE, 1997, 17 (02): : 75 - 93
  • [2] [Anonymous], 2006, IEEE INT C CONTROL A
  • [3] Adaptive design of a fuzzy cerebellar model arithmetic controller neural network
    Chen, JY
    Tsai, PS
    Wong, CC
    [J]. IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 2005, 152 (02): : 133 - 137
  • [4] CMAC with general basis functions
    Chiang, CT
    Lin, CS
    [J]. NEURAL NETWORKS, 1996, 9 (07) : 1199 - 1211
  • [5] The Design and Implementation of a Wheeled Inverted Pendulum Using an Adaptive Output Recurrent Cerebellar Model Articulation Controller
    Chiu, Chih-Hui
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2010, 57 (05) : 1814 - 1822
  • [6] Design and development of an intelligent controller for a pole-balancing robot
    Er, MJ
    Kee, BH
    Tan, CC
    [J]. MICROPROCESSORS AND MICROSYSTEMS, 2002, 26 (9-10) : 433 - 448
  • [7] Model-based real-time dynamic power factor measurement in AC resistance spot welding with an embedded ANN
    Gong, Liang
    Liu, Cheng-Liang
    Zha, Xuan F.
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2007, 54 (03) : 1442 - 1448
  • [8] Generalizing CMAC architecture and training
    Gonzalez-Serrano, FJ
    Figueiras-Vidal, AR
    Artes-Rodriguez, A
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1998, 9 (06): : 1509 - 1514
  • [9] JOE: A mobile, inverted pendulum
    Grasser, F
    D'Arrigo, A
    Colombi, S
    Rufer, AC
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2002, 49 (01) : 107 - 114
  • [10] Standing wave bi-directional linearly moving ultrasonic motor
    He, SY
    Chen, WS
    Tao, X
    Chen, ZL
    [J]. IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1998, 45 (05) : 1133 - 1139