Mohd. Yatim, Hanim and Mat Darus, Intan Z. and Hadi, Muhamad Sukri (2017) Modeling of flexible manipulator structure using particle swarm optimization with Explorer. In: 2014 IEEE Symposium on Industrial Electronics and Applications, ISIEA 2014, 28 September - 1 October 2014, Kota Kinabalu, Sabah.
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Official URL: http://dx.doi.org/10.1109/ISIEA.2014.8049882
Abstract
This paper presents an investigation into the development of novel Particle Swarm Optimization with Explorer and its application to system identification for a single-link flexible manipulator system. A simulation environment characterizing the dynamic behavior of the flexible manipulator system was first developed using finite difference (FD) method to acquire the input-output data of the system. In this study, system identification scheme is developed to obtain a dynamic model of the manipulator in parametric form using Particle Swarm Optimization with Explorer. The introduction of explorer solves problem of getting stuck at local minima, thus proposed a novel methodology namely as Particle Swarm Optimization with Explorer (PSOE). Its performance is assessed in comparison to a standard Particle Swarm Optimization in characterizing the flexible manipulator structure. Results demonstrate the advantages of Particle Swarm Optimization with Explorer over their standard counterpart in system identification.
Item Type: | Conference or Workshop Item (Paper) |
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Uncontrolled Keywords: | dynamic modeling, explorer, particle swarm optimization |
Subjects: | T Technology > TJ Mechanical engineering and machinery |
Divisions: | Mechanical Engineering |
ID Code: | 97316 |
Deposited By: | Narimah Nawil |
Deposited On: | 28 Sep 2022 08:02 |
Last Modified: | 28 Sep 2022 08:02 |
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