Title :
Matlab Based GUIs for Reinforcement Adaptive Fuzzy Control System Design and Applications in the Nonlinear System
Author :
Zhang, Yun ; Xu, Nan ; Ji, Quanxi
Author_Institution :
Sch. of Electr. & Inf. Eng., Changchun Inst. of Technol., Changchun, China
Abstract :
Fuzzy control has recently found extensive application for a wide variety of industrial systems and consumer products and has attracted the attention of many control researchers due to its model-free approach. In this paper, a reinforcement adaptive fuzzy control system based on Matlab´s graphical user interface(GUI) is developed. In addition the reinforcement algorithm is presented, the binary reinforcement signal, an evaluation from the critic on the system performance measure, is directly used for adjusting overall fuzzy logic system parameters. Finally, simulation results based on an application in the nonlinear system are provided to show the effectiveness of the proposed model and control algorithm.
Keywords :
adaptive systems; fuzzy control; fuzzy logic; graphical user interfaces; mathematics computing; nonlinear systems; GUI; Matlab; binary reinforcement signal; consumer product; control algorithm; control researcher; fuzzy logic system parameter; graphical user interface; industrial system; model free approach; nonlinear system; reinforcement adaptive fuzzy control system; reinforcement algorithm; Adaptation model; Adaptive systems; Control systems; Fuzzy control; Fuzzy logic; Heuristic algorithms; Robots;
Conference_Titel :
Management and Service Science (MASS), 2010 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-5325-2
Electronic_ISBN :
978-1-4244-5326-9
DOI :
10.1109/ICMSS.2010.5576818
