Intelligent modelling and active vibration control of flexible manipulator

The purpose of this study is to investigate the application of Least Square(LS), Recursive Least Square (RLS), and Neural Network to estimate the identification of flexible beam structure and development a (Proportional-Integral-Derivative) PID controller for the system. The input and output data us...

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Main Author: Gol Zardian, Mohsen
Format: Thesis
Language:English
Published: 2014
Subjects:
Online Access:http://eprints.utm.my/id/eprint/50744/25/MohsenGolZardianMFKM2014.pdf
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spelling my-utm-ep.507442020-07-12T01:30:05Z Intelligent modelling and active vibration control of flexible manipulator 2014-06 Gol Zardian, Mohsen TJ Mechanical engineering and machinery The purpose of this study is to investigate the application of Least Square(LS), Recursive Least Square (RLS), and Neural Network to estimate the identification of flexible beam structure and development a (Proportional-Integral-Derivative) PID controller for the system. The input and output data used for system identification process were obtained from experimental setup. The performance of system identification used, Lest Squares (LS), Recursive Least Squares (RLS), and Neural Network (NN) were verified using Mean Square Error (MSE) technique.Comparative assessment was conducted to compare all the result obtained and the best transfer function was obtained from RLS system identification approach with smallest MSE value of 8.182×10-08. The transfer function has been used to help the development of control system to suppress unwanted vibration of the flexible manipulator system. In this study, a PID controller has been proposed to use for the vibration suppression. This controller was tuned by using heuristic tuning in Matlab SIMULINK simulation environment. 2014-06 Thesis http://eprints.utm.my/id/eprint/50744/ http://eprints.utm.my/id/eprint/50744/25/MohsenGolZardianMFKM2014.pdf application/pdf en public http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:90549 masters Universiti Teknologi Malaysia, Faculty of Mechanical Engineering Faculty of Mechanical Engineering
institution Universiti Teknologi Malaysia
collection UTM Institutional Repository
language English
topic TJ Mechanical engineering and machinery
spellingShingle TJ Mechanical engineering and machinery
Gol Zardian, Mohsen
Intelligent modelling and active vibration control of flexible manipulator
description The purpose of this study is to investigate the application of Least Square(LS), Recursive Least Square (RLS), and Neural Network to estimate the identification of flexible beam structure and development a (Proportional-Integral-Derivative) PID controller for the system. The input and output data used for system identification process were obtained from experimental setup. The performance of system identification used, Lest Squares (LS), Recursive Least Squares (RLS), and Neural Network (NN) were verified using Mean Square Error (MSE) technique.Comparative assessment was conducted to compare all the result obtained and the best transfer function was obtained from RLS system identification approach with smallest MSE value of 8.182×10-08. The transfer function has been used to help the development of control system to suppress unwanted vibration of the flexible manipulator system. In this study, a PID controller has been proposed to use for the vibration suppression. This controller was tuned by using heuristic tuning in Matlab SIMULINK simulation environment.
format Thesis
qualification_level Master's degree
author Gol Zardian, Mohsen
author_facet Gol Zardian, Mohsen
author_sort Gol Zardian, Mohsen
title Intelligent modelling and active vibration control of flexible manipulator
title_short Intelligent modelling and active vibration control of flexible manipulator
title_full Intelligent modelling and active vibration control of flexible manipulator
title_fullStr Intelligent modelling and active vibration control of flexible manipulator
title_full_unstemmed Intelligent modelling and active vibration control of flexible manipulator
title_sort intelligent modelling and active vibration control of flexible manipulator
granting_institution Universiti Teknologi Malaysia, Faculty of Mechanical Engineering
granting_department Faculty of Mechanical Engineering
publishDate 2014
url http://eprints.utm.my/id/eprint/50744/25/MohsenGolZardianMFKM2014.pdf
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