DESIGN OF A FUZZY LOGIC CONTROLLER USING ANFIS FOR ACCURATE POSITION CONTROL OF A PNEUMATIC SERVO SYSTEM

被引:0
|
作者
Dhami, S. S. [1 ]
Bhasin, S. S. [1 ]
Mahapatra, P. B. [1 ]
机构
[1] Natl Inst Tech Teachers Training & Res, Dept Mech Engn, Chandigarh, India
关键词
ACTUATOR; FORCE;
D O I
暂无
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
A methodology for designing a Sugeno type Fuzzy Logic Controller (FLC) for accurate position control of a pneumatic servo system is presented. Adaptive Neuro Fuzzy Inference System technique is employed to construct a fuzzy inference system whose membership function parameters are tuned using a training data set comprising of input/output signal of the pneumatic servo system with proportional control. Hybrid backpropogation-least square algorithm is used for training of the Fuzzy Inference System (FIS). The resulting FIS optimally projected the behavior of training data set. To obtain the desired steady-state response, the fuzzy inference system is further tuned using the expert knowledge of the input/output response of the system. The system response for various reference inputs is compared quantitatively with that of the system without fuzzy logic controller, and excellent improvement in steady-state response is observed.
引用
收藏
页码:89 / 97
页数:9
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