Matlab Based GUIs for Reinforcement Adaptive Fuzzy Control System Design and Applications in the Nonlinear System
Yun Zhang, Nan Xu, Quanxi Ji · 2010
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.