Title :
Design and experimental evaluation of a 3-mass speed control system with a hybrid structure of sliding mode controller and CMAC
Author :
Obika, Masanobu ; Kawada, Kazuo ; Yamamot, Toru ; Fujisawa, Shoichiro
Author_Institution :
ADAPTEX Co., Ltd., Hiroshima, Japan
fDate :
July 31 2005-Aug. 4 2005
Abstract :
This paper deals with a design scheme of the speed control for a 3-mass system, which has a hybrid structure of a sliding mode controller and a cerebellar model articulation controller (CMAC). The nonlinear control part in the sliding mode controller is firstly designed, and then a real-coded genetic algorithm is utilized to optimize the output from the sliding mode controller. The CMAC compensates the sliding mode controller so that the control performance is improved well. In this proposed scheme, the divergent property of the CMAC caused by a disturbance is fairly suppressed by effects of the nonlinear control part. The behavior of the newly proposed control scheme is experimentally examined in comparison with using only the sliding mode controller.
Keywords :
cerebellar model arithmetic computers; control system synthesis; genetic algorithms; neurocontrollers; nonlinear control systems; variable structure systems; velocity control; 3-mass speed control system; cerebellar model articulation control; nonlinear control; real-coded genetic algorithm; sliding mode control; Artificial intelligence; Control engineering education; Control systems; Design engineering; Electronic mail; Genetic algorithms; Robust control; Sliding mode control; Systems engineering education; Velocity control;
Conference_Titel :
Neural Networks, 2005. IJCNN '05. Proceedings. 2005 IEEE International Joint Conference on
Conference_Location :
Montreal, Que.
Print_ISBN :
0-7803-9048-2
DOI :
10.1109/IJCNN.2005.1556255