Title :
Active vibration control of a flexible plate structure using particle swarm optimization
Author :
Julai, S. ; Tokhi, M.O. ; Mohamad, M. ; Latiff, I. Abd
Author_Institution :
Dept. of Autom. Control & Syst. Eng., Univ. of Sheffield, Sheffield, UK
Abstract :
This paper presents investigations of modeling the flexible plate structures using particle swarm optimization (PSO) and active vibration control (AVC) of such structures. The optimization technique is utilized to obtain a dynamic model of a flexible plate structure based on auto-regressive with exogenous (ARX) input structure. The structure is subjected to two different disturbance signal types, namely random, and finite duration step. The fitness function for the PSO is the mean-squared error (MSE) between the measured and estimated outputs of the plate. The validation of the algorithm is presented in both time and frequency domains. The developed PSO modeling approach is used for AVC system design to suppress the vibration of the flexible plate. The performance of the controller is assessed in terms of level of attenuation achieved in the power spectral density (PSD) of the observed signal.
Keywords :
autoregressive processes; flexible structures; mean square error methods; particle swarm optimisation; plates (structures); vibration control; AVC system design; PSO modeling approach; active vibration control; dynamic model; exogenous input structure; finite duration step; fitness function; flexible plate structure modeling; mean squared error function; particle swarm optimization technique; power spectral density; vibration suppression; Attenuation; Automatic voltage control; Density measurement; Frequency measurement; Mathematical model; Optimization; Vibrations; Particle swarm optimization; active vibration control; flexible plate structures; system identification;
Conference_Titel :
Cybernetic Intelligent Systems (CIS), 2010 IEEE 9th International Conference on
Conference_Location :
Reading
Print_ISBN :
978-1-4244-9023-3
Electronic_ISBN :
978-1-4244-9024-0
DOI :
10.1109/UKRICIS.2010.5898099