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A Multifunctional Smart Meter Using ANN-PSO Flux Estimation and Harmonic Active Compensation with Fuzzy Voltage Regulation
This paper aims to present the analysis and development of a complete electronic smart meter that is able to perform four-quadrant measurements, act as a three-phase shunt active power filter (APF), and control three-phase induction motors by stator flux estimation. A transmission control protocol t...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8234700/ https://www.ncbi.nlm.nih.gov/pubmed/34204334 http://dx.doi.org/10.3390/s21124154 |
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author | Batista, Edson A. de Brito, Moacyr A. G. Siqueira, João C. Dias, Jeandro C. Gomez, Raphael C. Catharino, Maurilio F. R. Gomes, Matheus B. |
author_facet | Batista, Edson A. de Brito, Moacyr A. G. Siqueira, João C. Dias, Jeandro C. Gomez, Raphael C. Catharino, Maurilio F. R. Gomes, Matheus B. |
author_sort | Batista, Edson A. |
collection | PubMed |
description | This paper aims to present the analysis and development of a complete electronic smart meter that is able to perform four-quadrant measurements, act as a three-phase shunt active power filter (APF), and control three-phase induction motors by stator flux estimation. A transmission control protocol together with Internet protocol (TCP/IP) communication protocol for the remote access of measurement data is embedded into the application to securely transmit reliable information. An artificial neural network trained with particle swarm optimization is used for stator flux estimation, and a fuzzy logic controller is adopted to regulate the power converter DC bus voltage. The present work gathers knowledge from multidisciplinary fields, and all applied techniques have not been proposed altogether before. All control functions are embedded into a field-programmable gate array (FPGA) device, using VHSIC Hardware Description Language (VHDL), to enhance efficiency taking advantage of parallelism and high speed. An FPGA-in-the-loop cosimulation technique was first applied to prove the control functions’ functionality, and, later, experimental evaluations are conducted to finally prove equipment operation and reliability. |
format | Online Article Text |
id | pubmed-8234700 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82347002021-06-27 A Multifunctional Smart Meter Using ANN-PSO Flux Estimation and Harmonic Active Compensation with Fuzzy Voltage Regulation Batista, Edson A. de Brito, Moacyr A. G. Siqueira, João C. Dias, Jeandro C. Gomez, Raphael C. Catharino, Maurilio F. R. Gomes, Matheus B. Sensors (Basel) Article This paper aims to present the analysis and development of a complete electronic smart meter that is able to perform four-quadrant measurements, act as a three-phase shunt active power filter (APF), and control three-phase induction motors by stator flux estimation. A transmission control protocol together with Internet protocol (TCP/IP) communication protocol for the remote access of measurement data is embedded into the application to securely transmit reliable information. An artificial neural network trained with particle swarm optimization is used for stator flux estimation, and a fuzzy logic controller is adopted to regulate the power converter DC bus voltage. The present work gathers knowledge from multidisciplinary fields, and all applied techniques have not been proposed altogether before. All control functions are embedded into a field-programmable gate array (FPGA) device, using VHSIC Hardware Description Language (VHDL), to enhance efficiency taking advantage of parallelism and high speed. An FPGA-in-the-loop cosimulation technique was first applied to prove the control functions’ functionality, and, later, experimental evaluations are conducted to finally prove equipment operation and reliability. MDPI 2021-06-17 /pmc/articles/PMC8234700/ /pubmed/34204334 http://dx.doi.org/10.3390/s21124154 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Batista, Edson A. de Brito, Moacyr A. G. Siqueira, João C. Dias, Jeandro C. Gomez, Raphael C. Catharino, Maurilio F. R. Gomes, Matheus B. A Multifunctional Smart Meter Using ANN-PSO Flux Estimation and Harmonic Active Compensation with Fuzzy Voltage Regulation |
title | A Multifunctional Smart Meter Using ANN-PSO Flux Estimation and Harmonic Active Compensation with Fuzzy Voltage Regulation |
title_full | A Multifunctional Smart Meter Using ANN-PSO Flux Estimation and Harmonic Active Compensation with Fuzzy Voltage Regulation |
title_fullStr | A Multifunctional Smart Meter Using ANN-PSO Flux Estimation and Harmonic Active Compensation with Fuzzy Voltage Regulation |
title_full_unstemmed | A Multifunctional Smart Meter Using ANN-PSO Flux Estimation and Harmonic Active Compensation with Fuzzy Voltage Regulation |
title_short | A Multifunctional Smart Meter Using ANN-PSO Flux Estimation and Harmonic Active Compensation with Fuzzy Voltage Regulation |
title_sort | multifunctional smart meter using ann-pso flux estimation and harmonic active compensation with fuzzy voltage regulation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8234700/ https://www.ncbi.nlm.nih.gov/pubmed/34204334 http://dx.doi.org/10.3390/s21124154 |
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