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  5. ARx modeling of flexible beam system using bat algorithm
 
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ARx modeling of flexible beam system using bat algorithm

Journal
AIP Conference Proceedings
ISSN
0094243X
Date Issued
2021-05-03
Author(s)
Mohd Sazli Saad
Universiti Malaysia Perlis
Noor Fadhilah Mat Ros
Universiti Malaysia Perlis
Mohd Zakimi Zakaria
Universiti Malaysia Perlis
Mohamad Ezral Baharudin
Universiti Malaysia Perlis
Azuwir Mohd Nor
Universiti Malaysia Perlis
DOI
10.1063/5.0044304
Abstract
This paper describes the development of dynamic model of flexible beam system using system identification method based on nature inspired algorithm i.e. bat algorithm. At first, input-output data from the experimental rig of flexible beam were collected such that input signal is taken from piezo actuator and output signal from the laser displacement sensor. Then, linear parametric model structure is accomplished using auto regressive with exogenous inputs (ARX). The optimal parameters of the ARX model are identified using bat algorithm. The best parameter setting estimation is selected based on the best fit criterion i.e mean square error (MSE). The identified model is compared with the model from conventional estimation approach. Simulation results show that bat algorithm can outperform the least square algorithm in parametric modelling of the flexible beam.
Funding(s)
Ministry of Higher Education, Malaysia
Subjects
  • Algorithms and data s...

  • Regression analysis

  • Statistical mechanics...

File(s)
research repository notification.pdf (4.4 MB)
Views
4
Acquisition Date
Nov 19, 2024
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Downloads
2
Acquisition Date
Nov 19, 2024
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