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.
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3 May 2021
PROCEEDINGS OF GREEN DESIGN AND MANUFACTURE 2020
23–24 July 2020
Arau, Malaysia
Research Article|
May 03 2021
ARX modeling of flexible beam system using bat algorithm Available to Purchase
Mohd Sazli Saad;
Mohd Sazli Saad
a)
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
a)Corresponding author: [email protected]
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Noor Fadhilah Mat Ros;
Noor Fadhilah Mat Ros
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
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Mohd Zakimi Zakaria;
Mohd Zakimi Zakaria
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
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Mohamad Ezral Baharudin;
Mohamad Ezral Baharudin
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
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Azuwir Mohd Nor
Azuwir Mohd Nor
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
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Mohd Sazli Saad
a)
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
Noor Fadhilah Mat Ros
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
Mohd Zakimi Zakaria
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
Mohamad Ezral Baharudin
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
Azuwir Mohd Nor
School of Manufacturing Engineering, Universiti Malaysia Perlis
, Main Campus Pauh Putra, Perlis, Malaysia
a)Corresponding author: [email protected]
AIP Conf. Proc. 2339, 020018 (2021)
Citation
Mohd Sazli Saad, Noor Fadhilah Mat Ros, Mohd Zakimi Zakaria, Mohamad Ezral Baharudin, Azuwir Mohd Nor; ARX modeling of flexible beam system using bat algorithm. AIP Conf. Proc. 3 May 2021; 2339 (1): 020018. https://doi.org/10.1063/5.0044304
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