Title of article :
AN INTELLIGENT NEURO-FUZZY TERMINAL SLIDING MODE CONTROL METHOD WITH APPLICATION TO ATOMIC FORCE MICROSCOPE
Author/Authors :
nikoo, seied yasser babol university of technology - faculty of electrical and computer engineering, ايران , rezaie, behrooz babol university of technology - faculty of electrical and computer engineering, ايران , rahmani, zahra babol university of technology - faculty of electrical and computer engineering, ايران , sadati, seied jalil babol university of technology - faculty of electrical and computer engineering, ايران
From page :
185
To page :
204
Abstract :
In this paper, a neuro-fuzzy fast terminal sliding mode control method is proposed for controlling a class of nonlinear systems with bounded uncertainties and disturbances. In this method, a nonlinear terminal sliding surface is first designed. Then, this sliding surface is considered as an input for an adaptive neuro-fuzzy inference system, which is the main controller. A proportional-integral-derivative controller is also used to assist the neuro-fuzzy controller in order to improve the performance of the system at the beginning stage of the control operation. In addition, a bee algorithm is used in this paper to update the weights of the neuro-fuzzy system as well as the parameters of the proportional-integral-derivative controller. The proposed control scheme is simulated for vibration control in a model of atomic force microscope system and the results are compared with conventional sliding mode controllers. The simulation results show that the chattering effect in the proposed controller is decreased in comparison with the sliding mode and the terminal sliding mode controllers. Also, the method provides the advantages of fast convergence and low model dependency compared to the conventional methods.
Keywords :
terminal sliding mode controller , adaptive neuro , fuzzy inference system , bee algorithm , atomic force microscope , nano manipulation
Journal title :
IIUM Engineering Journal
Journal title :
IIUM Engineering Journal
Record number :
2558297
Link To Document :
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