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An emotional discrete controller PSO tuned and designed for a real industrial pumping system

The application of automation techniques to water pump systems, combined with modern control techniques, has been increasing the hydraulic and energy efficiency of such systems. In this context, the objective of this work is to present an intelligent method of flow control based on Brain Emotional L...

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Autores principales: Marques, Davidson C., Silva, Jeydson L., Lira, Milde Maria S., Aquino, Ronaldo R. B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8917160/
https://www.ncbi.nlm.nih.gov/pubmed/35277547
http://dx.doi.org/10.1038/s41598-022-08192-2
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author Marques, Davidson C.
Silva, Jeydson L.
Lira, Milde Maria S.
Aquino, Ronaldo R. B.
author_facet Marques, Davidson C.
Silva, Jeydson L.
Lira, Milde Maria S.
Aquino, Ronaldo R. B.
author_sort Marques, Davidson C.
collection PubMed
description The application of automation techniques to water pump systems, combined with modern control techniques, has been increasing the hydraulic and energy efficiency of such systems. In this context, the objective of this work is to present an intelligent method of flow control based on Brain Emotional Learning Basic Intelligent Control (BELBIC), which will be applied to an experimental workbench of a pumping system, located in the Energy Efficiency and Energy Quality Laboratory (LEEQE) at Federal University of Pernambuco (UFPE). The parameters of this controller are optimized with a particle swarm optimization (PSO) technique with minimization of Integral Absolute Error (IAE). Initial tests were performed in a computational environment so that the system’s performance could be pre-tested, thereby the dynamics of the system was modeled from real data generated in the process. The experimental results were obtained through the implementation of this control system in a programmable logic controller (PLC), which was the device responsible for all the automation of the workbench previously mentioned. The data of this workbench were collected using a supervisory system exclusively developed for this work. These data were then used to analyze the performance of the proposed control system, which demonstrated that its behavior was efficient.
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spelling pubmed-89171602022-03-14 An emotional discrete controller PSO tuned and designed for a real industrial pumping system Marques, Davidson C. Silva, Jeydson L. Lira, Milde Maria S. Aquino, Ronaldo R. B. Sci Rep Article The application of automation techniques to water pump systems, combined with modern control techniques, has been increasing the hydraulic and energy efficiency of such systems. In this context, the objective of this work is to present an intelligent method of flow control based on Brain Emotional Learning Basic Intelligent Control (BELBIC), which will be applied to an experimental workbench of a pumping system, located in the Energy Efficiency and Energy Quality Laboratory (LEEQE) at Federal University of Pernambuco (UFPE). The parameters of this controller are optimized with a particle swarm optimization (PSO) technique with minimization of Integral Absolute Error (IAE). Initial tests were performed in a computational environment so that the system’s performance could be pre-tested, thereby the dynamics of the system was modeled from real data generated in the process. The experimental results were obtained through the implementation of this control system in a programmable logic controller (PLC), which was the device responsible for all the automation of the workbench previously mentioned. The data of this workbench were collected using a supervisory system exclusively developed for this work. These data were then used to analyze the performance of the proposed control system, which demonstrated that its behavior was efficient. Nature Publishing Group UK 2022-03-11 /pmc/articles/PMC8917160/ /pubmed/35277547 http://dx.doi.org/10.1038/s41598-022-08192-2 Text en © The Author(s) 2022, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Marques, Davidson C.
Silva, Jeydson L.
Lira, Milde Maria S.
Aquino, Ronaldo R. B.
An emotional discrete controller PSO tuned and designed for a real industrial pumping system
title An emotional discrete controller PSO tuned and designed for a real industrial pumping system
title_full An emotional discrete controller PSO tuned and designed for a real industrial pumping system
title_fullStr An emotional discrete controller PSO tuned and designed for a real industrial pumping system
title_full_unstemmed An emotional discrete controller PSO tuned and designed for a real industrial pumping system
title_short An emotional discrete controller PSO tuned and designed for a real industrial pumping system
title_sort emotional discrete controller pso tuned and designed for a real industrial pumping system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8917160/
https://www.ncbi.nlm.nih.gov/pubmed/35277547
http://dx.doi.org/10.1038/s41598-022-08192-2
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