Cargando…

Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm

In this study, a novel flower pollination algorithm (FPA) has been suggested for optimal tuning of P and PI controllers included in a variable speed drive VSD system control circuit. In addition to the manual tuning of controllers’ parameters, several optimization algorithms like GA, PSO, GWO have b...

Descripción completa

Detalles Bibliográficos
Autores principales: Nadweh, Safwan, Khaddam, Ola, Hayek, Ghassan, Atieh, Bassam, Haes Alhelou, Hassan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7419592/
https://www.ncbi.nlm.nih.gov/pubmed/32802984
http://dx.doi.org/10.1016/j.heliyon.2020.e04648
_version_ 1783569916370092032
author Nadweh, Safwan
Khaddam, Ola
Hayek, Ghassan
Atieh, Bassam
Haes Alhelou, Hassan
author_facet Nadweh, Safwan
Khaddam, Ola
Hayek, Ghassan
Atieh, Bassam
Haes Alhelou, Hassan
author_sort Nadweh, Safwan
collection PubMed
description In this study, a novel flower pollination algorithm (FPA) has been suggested for optimal tuning of P and PI controllers included in a variable speed drive VSD system control circuit. In addition to the manual tuning of controllers’ parameters, several optimization algorithms like GA, PSO, GWO have been used for controllers optimal tuning in different studies. In this study, the errors caused by grid side current harmonic distortion in the VSD system have been used depending on SPWM technique to generate switching signals for a four-quadrant chopper circuit that acts like a filter and compensates the harmonic content in the grid current and smooth ripples in both DC-link current and voltage. The studied drive system and control circuit have been modeled using Matlab/Simulink, then it was linked with the proposed algorithm and tested under different operation conditions. A hardware laboratory model has been built and tested in order to confirm the validity of this study. Comparing the proposed algorithm with other optimization algorithms shows that the suggested algorithm outperforms other algorithms in improving the time response of the VSD system, reducing total harmonic distortion THD of grid current, and reducing ripple factor PF.
format Online
Article
Text
id pubmed-7419592
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-74195922020-08-14 Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm Nadweh, Safwan Khaddam, Ola Hayek, Ghassan Atieh, Bassam Haes Alhelou, Hassan Heliyon Article In this study, a novel flower pollination algorithm (FPA) has been suggested for optimal tuning of P and PI controllers included in a variable speed drive VSD system control circuit. In addition to the manual tuning of controllers’ parameters, several optimization algorithms like GA, PSO, GWO have been used for controllers optimal tuning in different studies. In this study, the errors caused by grid side current harmonic distortion in the VSD system have been used depending on SPWM technique to generate switching signals for a four-quadrant chopper circuit that acts like a filter and compensates the harmonic content in the grid current and smooth ripples in both DC-link current and voltage. The studied drive system and control circuit have been modeled using Matlab/Simulink, then it was linked with the proposed algorithm and tested under different operation conditions. A hardware laboratory model has been built and tested in order to confirm the validity of this study. Comparing the proposed algorithm with other optimization algorithms shows that the suggested algorithm outperforms other algorithms in improving the time response of the VSD system, reducing total harmonic distortion THD of grid current, and reducing ripple factor PF. Elsevier 2020-08-09 /pmc/articles/PMC7419592/ /pubmed/32802984 http://dx.doi.org/10.1016/j.heliyon.2020.e04648 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Nadweh, Safwan
Khaddam, Ola
Hayek, Ghassan
Atieh, Bassam
Haes Alhelou, Hassan
Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm
title Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm
title_full Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm
title_fullStr Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm
title_full_unstemmed Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm
title_short Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm
title_sort optimization of p& pi controller parameters for variable speed drive systems using a flower pollination algorithm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7419592/
https://www.ncbi.nlm.nih.gov/pubmed/32802984
http://dx.doi.org/10.1016/j.heliyon.2020.e04648
work_keys_str_mv AT nadwehsafwan optimizationofppicontrollerparametersforvariablespeeddrivesystemsusingaflowerpollinationalgorithm
AT khaddamola optimizationofppicontrollerparametersforvariablespeeddrivesystemsusingaflowerpollinationalgorithm
AT hayekghassan optimizationofppicontrollerparametersforvariablespeeddrivesystemsusingaflowerpollinationalgorithm
AT atiehbassam optimizationofppicontrollerparametersforvariablespeeddrivesystemsusingaflowerpollinationalgorithm
AT haesalhelouhassan optimizationofppicontrollerparametersforvariablespeeddrivesystemsusingaflowerpollinationalgorithm