Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment

This paper presents investigations into the development of an interval type-2 fuzzy logic control (IT2FLC) mechanism integrated with particle swarm optimization and spiral dynamic algorithm. The particle swarm optimization and spiral dynamic algorithm are used for enhanced performance of the IT2FLC...

Full description

Saved in:
Bibliographic Details
Main Authors: M. F., Masrom, N. M. A., Ghani, M. O., Tokhi
Format: Article
Language:English
Published: SAGE Publications Ltd 2021
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/25718/1/Particle%20swarm%20optimization%20and%20spiral%20dynamic%20algorithm-based.pdf
http://umpir.ump.edu.my/id/eprint/25718/
https://doi.org/10.1177/1461348419873780
https://doi.org/10.1177/1461348419873780
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.ump.umpir.25718
record_format eprints
spelling my.ump.umpir.257182022-04-29T07:10:55Z http://umpir.ump.edu.my/id/eprint/25718/ Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment M. F., Masrom N. M. A., Ghani M. O., Tokhi QA75 Electronic computers. Computer science QA76 Computer software TK Electrical engineering. Electronics Nuclear engineering This paper presents investigations into the development of an interval type-2 fuzzy logic control (IT2FLC) mechanism integrated with particle swarm optimization and spiral dynamic algorithm. The particle swarm optimization and spiral dynamic algorithm are used for enhanced performance of the IT2FLC by finding optimised values for input and output controller gains and parameter values of IT2FLC membership function as comparison purpose in order to identify better solution for the system. A new model of triple-link inverted pendulum on two-wheels system, developed within SimWise 4D software environment and integrated with Matlab/Simulink for control purpose. Several tests comprising system stabilization, disturbance rejection and convergence accuracy of the algorithms are carried out to demonstrate the robustness of the control approach. It is shown that the particle swarm optimization-based control mechanism performs better than the spiral dynamic algorithm-based control in terms of system stability, disturbance rejection and reduce noise. Moreover, the particle swarm optimization-based IT2FLC shows better performance in comparison to previous research. It is envisaged that this system and control algorithm can be very useful for the development of a mobile robot with extended functionality. SAGE Publications Ltd 2021 Article PeerReviewed pdf en cc_by_4 http://umpir.ump.edu.my/id/eprint/25718/1/Particle%20swarm%20optimization%20and%20spiral%20dynamic%20algorithm-based.pdf M. F., Masrom and N. M. A., Ghani and M. O., Tokhi (2021) Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment. Journal of Low Frequency Noise, Vibration and Active Control, 40 (1). pp. 367-382. ISSN 1461-3484 (Print), 2048-4046 (Online) https://doi.org/10.1177/1461348419873780 https://doi.org/10.1177/1461348419873780
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic QA75 Electronic computers. Computer science
QA76 Computer software
TK Electrical engineering. Electronics Nuclear engineering
spellingShingle QA75 Electronic computers. Computer science
QA76 Computer software
TK Electrical engineering. Electronics Nuclear engineering
M. F., Masrom
N. M. A., Ghani
M. O., Tokhi
Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment
description This paper presents investigations into the development of an interval type-2 fuzzy logic control (IT2FLC) mechanism integrated with particle swarm optimization and spiral dynamic algorithm. The particle swarm optimization and spiral dynamic algorithm are used for enhanced performance of the IT2FLC by finding optimised values for input and output controller gains and parameter values of IT2FLC membership function as comparison purpose in order to identify better solution for the system. A new model of triple-link inverted pendulum on two-wheels system, developed within SimWise 4D software environment and integrated with Matlab/Simulink for control purpose. Several tests comprising system stabilization, disturbance rejection and convergence accuracy of the algorithms are carried out to demonstrate the robustness of the control approach. It is shown that the particle swarm optimization-based control mechanism performs better than the spiral dynamic algorithm-based control in terms of system stability, disturbance rejection and reduce noise. Moreover, the particle swarm optimization-based IT2FLC shows better performance in comparison to previous research. It is envisaged that this system and control algorithm can be very useful for the development of a mobile robot with extended functionality.
format Article
author M. F., Masrom
N. M. A., Ghani
M. O., Tokhi
author_facet M. F., Masrom
N. M. A., Ghani
M. O., Tokhi
author_sort M. F., Masrom
title Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment
title_short Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment
title_full Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment
title_fullStr Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment
title_full_unstemmed Particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment
title_sort particle swarm optimization and spiral dynamic algorithm-based interval type-2 fuzzy logic control of triple-link inverted pendulum system : a comparative assessment
publisher SAGE Publications Ltd
publishDate 2021
url http://umpir.ump.edu.my/id/eprint/25718/1/Particle%20swarm%20optimization%20and%20spiral%20dynamic%20algorithm-based.pdf
http://umpir.ump.edu.my/id/eprint/25718/
https://doi.org/10.1177/1461348419873780
https://doi.org/10.1177/1461348419873780
_version_ 1732945657081102336
score 13.211869