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2024 | OriginalPaper | Chapter

Tuning of FOPID Controller for Robotic Manipulator Using Genetic and Multiple-Objective Genetic Algorithms

Authors : Nurul Faqihah Hambali, Nor Mohd Haziq Norsahperi, Mas Athirah Mohd Hisban, Mohd Khair Hassan, Wan Zuha Wan Hasan, Luthffi Idzhar Ismail, Hafiz Rashidi Ramli

Published in: Intelligent Manufacturing and Mechatronics

Publisher: Springer Nature Singapore

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Abstract

This study compares the performances of the GA-FOPID and MOGA-FOPID controllers, which are fractional-order proportional–integral–derivative (FOPID) controllers tuned using genetic algorithm and multiple-objective genetic algorithm for position tracking accuracy of robotic manipulator, respectively. The tuning process of six control gains in the three FOPID controllers is technically challenging to achieve high position accuracy of robotic manipulator. This study is performed to objectively assess the performances of genetic algorithm and multiple-objective genetic algorithm in tuning the six control gains in the FOPID controller. From the simulation study, it is interesting to note that the GA-FOPID and MOGA-FOPID controllers produce approximately 8.2990 and 14.6307% reductions of the mean square error in the angular position accuracy response of robotic manipulator as compared with the GA-PID controller. It is envisaged that the GA-FOPID and MOGA-FOPID controllers can be useful in designing effective position tracking accuracy of robotic manipulators.

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Literature
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Metadata
Title
Tuning of FOPID Controller for Robotic Manipulator Using Genetic and Multiple-Objective Genetic Algorithms
Authors
Nurul Faqihah Hambali
Nor Mohd Haziq Norsahperi
Mas Athirah Mohd Hisban
Mohd Khair Hassan
Wan Zuha Wan Hasan
Luthffi Idzhar Ismail
Hafiz Rashidi Ramli
Copyright Year
2024
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-99-8819-8_47

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