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
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
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