EXPERIMENTAL IMPLEMENTATIONS OF ADAPTIVE SELF-ORGANIZING FUZZY SLIDING MODE CONTROL TO 3-DOF REHABILITATION ROBOT

被引:0
作者
Chang, Ming-Kun [1 ]
Yuan, Tsan-Hsiu [2 ]
机构
[1] St Johns Univ, Dept Mech & Comp Aided Engn, Taipei 25135, Taiwan
[2] St Johns Univ, Inst Automat & Mechatron, Taipei 25135, Taiwan
来源
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL | 2009年 / 5卷 / 10B期
关键词
Pneumatic muscle actuator; Rehabilitation robot; Fuzzy sliding surface; Self-organizing learning mechanism; model-matching technique; TRACKING CONTROL;
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
Since the 3-DOF rehabilitation robot actuated by pneumatic muscle actuators (PMAs) has highly nonlinear and time-varying behavior due to gas compression and nonlinear elasticity of bladder containers, it is difficult to establish an accurate model for designing a model-based controller. Here, this study proposes a novel adaptive self-organizing fuzzy sliding mode control (ASOFSMC) to improve Control performance. First, the Jazzy sliding surface is established to reduce the number of fuzzy rules. The self-organizing learning mechanism is then employed to modify on-line fuzzy rules, and the the model-matching technique is adopted to adjust the scaling factors without the need for trial-and-error. Finally, the stability of the proposed ASOFSMC is proved by using the Lyapunov theory. E.,experimental results further verify the effectiveness of the ASOFSMC in various commands for a 3-DOF rehabilitation robot.
引用
收藏
页码:3391 / 3404
页数:14
相关论文
共 20 条
[1]   CONTROL OF PNEUMATIC MUSCLE ACTUATORS [J].
CALDWELL, DG ;
MEDRANOCERDA, GA ;
GOODWIN, M .
IEEE CONTROL SYSTEMS MAGAZINE, 1995, 15 (01) :40-48
[2]   Nonlinear control of a pneumatic muscle actuator: Backstepping vs. sliding-mode [J].
Carbonell, P ;
Jiang, ZP ;
Repperger, DW .
PROCEEDINGS OF THE 2001 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS (CCA'01), 2001, :167-172
[3]  
Chan SW, 2003, IEEE INT CONF FUZZY, P278
[4]  
CHOU CP, 1994, IEEE INT CONF ROBOT, P281, DOI 10.1109/ROBOT.1994.350977
[5]   DESIGN OF A FUZZY CONTROLLER WITH FUZZY SLIDING SURFACE [J].
KIM, SW ;
LEE, JJ .
FUZZY SETS AND SYSTEMS, 1995, 71 (03) :359-367
[6]  
Li CW, 2008, INT J INNOV COMPUT I, V4, P3375
[7]   A two-input sliding-mode controller for a planar arm actuated by four pneumatic muscle groups [J].
Lilly, JH ;
Quesada, PM .
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2004, 12 (03) :349-359
[8]   Adaptive tracking for pneumatic muscle actuators in bicep and tricep configurations [J].
Lilly, JH .
IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2003, 11 (03) :333-339
[9]  
Liu XD, 2008, INT J INNOV COMPUT I, V4, P697
[10]   Application of rubber artificial muscle manipulator as a rehabilitation robot [J].
Noritsugu, T ;
Tanaka, T .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 1997, 2 (04) :259-267