Title :
Fuzzy Controller Design for Atomic Force Microscope System
Author :
Yau, Her-Terng ; Wang, Cheng-Chi ; Kuo, Chao-Lin ; Jang, Ming-Jyi ; Su, Yuan-Hung
Author_Institution :
Dept. of Electr. Eng., Far East Univ., Tainan
Abstract :
This paper presents the design of a nonlinear rule based fuzzy logic controller for the nonlinear dynamic behavior of the probe tip of an atomic force microscope system (AFMs). At first, we use the bifurcation diagram to analysis the complex dynamic behavior of the atomic force microscope system. Next, the positive maximum Lyapunov exponent is obtained to identify that the chaotic motion do exist in AFMs. In order to suppress the undesired chaotic motion in AFMs, we address the design schemes of fuzzy logic controller to stabilize the slave chaotic AFMs to the master periodic AFMs. In the controller design process, it directly constructs the fuzzy rules subject to a common Lyapunov function such that the error dynamics of master and slave AFMs satisfy stability in the Lyapunov sense. It overcomes the trial-and-error tuning for the membership functions and rule base in traditional fuzzy logic control. Finally, a numerical simulation is used to illustrate the effectiveness of the proposed controller.
Keywords :
Lyapunov methods; atomic force microscopy; control system synthesis; fuzzy control; nonlinear control systems; optical microscopes; atomic force microscope system; bifurcation diagram; chaotic motion; complex dynamic behavior; fuzzy controller design; nonlinear dynamic behavior; positive maximum Lyapunov exponent; Atomic force microscopy; Chaos; Control systems; Force control; Fuzzy control; Fuzzy logic; Fuzzy systems; Master-slave; Nonlinear control systems; Nonlinear dynamical systems; AFM; bifurcation; chaotic motion; fuzzy controller;
Conference_Titel :
Knowledge Acquisition and Modeling Workshop, 2008. KAM Workshop 2008. IEEE International Symposium on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-3530-2
Electronic_ISBN :
978-1-4244-3531-9
DOI :
10.1109/KAMW.2008.4810430