Title :
Designing a Muscle like System Based on PID Controller and Tuned by Neural Network
Author :
Serhan, Hayssam J. ; Nasr, Chaïban G. ; Henaff, Patrick
Author_Institution :
Lebanese Univ., Beirut
Abstract :
This paper presents a study on a muscle like system based on a PID controller tuned by a neural network. The approach is based on a non linear muscle model using system identification based on a NNARX (neural network autoregressive exogenous) structure. This model is used in a special configuration of an MLP in order to let the output of the closed loop formed by the motor and controller to follow that of this non linear muscle model. Two structures are compared and the robustness of the approach is tested with different models of DC motors.
Keywords :
autoregressive processes; closed loop systems; control system synthesis; identification; learning systems; legged locomotion; motion control; neurocontrollers; nonlinear control systems; robust control; three-term control; PID controller; closed loop system; muscle like system design; neural network autoregressive exogenous structure; nonlinear muscle model; robustness; system identification; walking robot; Control systems; DC motors; Humans; Leg; Legged locomotion; Linear systems; Muscles; Neural networks; System identification; Three-term control;
Conference_Titel :
Neural Networks, 2006. IJCNN '06. International Joint Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9490-9
DOI :
10.1109/IJCNN.2006.247203
