DocumentCode :
2826430
Title :
Vibration control of rotating plate by decomposed neuro-fuzzy control with genetic algorithm tuning
Author :
Jonqlan Lin ; Zheng, Y.B.
Author_Institution :
Dept. of Mech. Eng., Ching Yun Univ., Jhongli, Taiwan
fYear :
2012
fDate :
3-5 Oct. 2012
Firstpage :
575
Lastpage :
580
Abstract :
This study will analyze the dynamics and control of a flexible structure system with multiple degrees of freedom, represented in this research as a clamped-free-free-free truss type plate rotated by motors. The controller has two separate feedback loops for tracking and damping, and the vibration suppression controller is independent of position tracking control. In addition to stabilizing the actual system, the proposed proportional-derivative (PD) control, based on genetic algorithm (GA) to seek the primary optimal control gain, must supplement a fuzzy control law to ensure a stable nonlinear system. This is done by using an intelligent fuzzy controller based on adaptive neuro-fuzzy inference system (ANFIS) with GA tuning to increase the efficiency of fuzzy control. The PD controller, in its assisting role, easily stabilized the linear system. The fuzzy controller rule base was then constructed based on PD performance-related knowledge.
Keywords :
PD control; adaptive control; damping; electric motors; flexible structures; fuzzy control; fuzzy reasoning; genetic algorithms; intelligent control; linear systems; neurocontrollers; nonlinear control systems; plates (structures); position control; stability; supports; vibration control; ANFIS; GA tuning; PD controller; PD performance-related knowledge; adaptive neurofuzzy inference system; clamped-free-free-free truss type rotating plate; damping; decomposed neurofuzzy control; feedback loops; flexible structure system control; flexible structure system dynamics; fuzzy controller rule base; genetic algorithm tuning; intelligent fuzzy controller; linear system stabilization; motors; position tracking control; primary optimal control gain; proportional-derivative control; stable nonlinear system; tracking; vibration suppression controller; Flexible structures; Fuzzy control; Genetic algorithms; PD control; Vibration control; Vibrations; genetic algorithms; intelligent control; large flexible structures; vibration control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Applications (CCA), 2012 IEEE International Conference on
Conference_Location :
Dubrovnik
ISSN :
1085-1992
Print_ISBN :
978-1-4673-4503-3
Electronic_ISBN :
1085-1992
Type :
conf
DOI :
10.1109/CCA.2012.6402367
Filename :
6402367
Link To Document :
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