Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels

Detalhes bibliográficos
Autor(a) principal: Lopes, Wenderson N.
Data de Publicação: 2021
Outros Autores: Aguiar, Paulo R. [UNESP], Conceicao Junior, Pedro O. [UNESP], Dotto, Fabio R. L., Fernandez, Breno O., Bianchi, Eduardo C. [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1109/JSEN.2021.3085246
http://hdl.handle.net/11449/233150
Resumo: Acoustic emission (AE) sensors have been widely used for tool condition monitoring in the grinding process. Recently, the piezoelectric diaphragm (piezoelectric buzzer) was introduced as a low-cost alternative for the same purpose. In this context, the present research work aims to study the efficiency of the piezoelectric diaphragm as a viable substitute to AE sensors in monitoring the dressing of structurally distinct aluminum oxide grinding wheels. Dressing tests were conducted using two industrial wheels, which were subjected to various dressing conditions. The signals generated by the AE and piezoelectric diaphragm sensors were collected simultaneously and subsequently analyzed in both time and frequency domains. The most relevant features related to the dressing were extracted through the following metrics: energy criterion, Pearson correlation coefficient, power spectral density (PSD), fast Fourier transform (FFT), and magnitude-squared coherence (MSC). Correlation greater than 80% was found between the piezoelectric diaphragm and AE sensor signals for determining the actual grinding wheel condition, which indicates the piezoelectric diaphragm as a viable alternative to the commercial AE sensors in dressing operation monitoring.
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spelling Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide WheelsAcoustic emissiondigital signal processinglow-cost systempiezoelectric transducerssensor monitoringAcoustic emission (AE) sensors have been widely used for tool condition monitoring in the grinding process. Recently, the piezoelectric diaphragm (piezoelectric buzzer) was introduced as a low-cost alternative for the same purpose. In this context, the present research work aims to study the efficiency of the piezoelectric diaphragm as a viable substitute to AE sensors in monitoring the dressing of structurally distinct aluminum oxide grinding wheels. Dressing tests were conducted using two industrial wheels, which were subjected to various dressing conditions. The signals generated by the AE and piezoelectric diaphragm sensors were collected simultaneously and subsequently analyzed in both time and frequency domains. The most relevant features related to the dressing were extracted through the following metrics: energy criterion, Pearson correlation coefficient, power spectral density (PSD), fast Fourier transform (FFT), and magnitude-squared coherence (MSC). Correlation greater than 80% was found between the piezoelectric diaphragm and AE sensor signals for determining the actual grinding wheel condition, which indicates the piezoelectric diaphragm as a viable alternative to the commercial AE sensors in dressing operation monitoring.Para Federal Institute (IFPA)Department of Electrical and Mechanical Engineering Sao Paulo State UniversityFAROL Pesquisa Desenvolvimento e ConsultoriaSchool of Engineering University Center of Lins (UNILINS)Department of Electrical and Mechanical Engineering Sao Paulo State UniversityPara Federal Institute (IFPA)Universidade Estadual Paulista (UNESP)Desenvolvimento e ConsultoriaUniversity Center of Lins (UNILINS)Lopes, Wenderson N.Aguiar, Paulo R. [UNESP]Conceicao Junior, Pedro O. [UNESP]Dotto, Fabio R. L.Fernandez, Breno O.Bianchi, Eduardo C. [UNESP]2022-05-01T05:28:59Z2022-05-01T05:28:59Z2021-08-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article18055-18062http://dx.doi.org/10.1109/JSEN.2021.3085246IEEE Sensors Journal, v. 21, n. 16, p. 18055-18062, 2021.1558-17481530-437Xhttp://hdl.handle.net/11449/23315010.1109/JSEN.2021.30852462-s2.0-85107353563Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengIEEE Sensors Journalinfo:eu-repo/semantics/openAccess2022-05-01T05:28:59Zoai:repositorio.unesp.br:11449/233150Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462022-05-01T05:28:59Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels
title Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels
spellingShingle Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels
Lopes, Wenderson N.
Acoustic emission
digital signal processing
low-cost system
piezoelectric transducers
sensor monitoring
title_short Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels
title_full Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels
title_fullStr Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels
title_full_unstemmed Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels
title_sort Study of the Use of Piezoelectric Diaphragm as a Low-Cost Alternative to the Acoustic Emission Sensor in Dressing Operation of Aluminum Oxide Wheels
author Lopes, Wenderson N.
author_facet Lopes, Wenderson N.
Aguiar, Paulo R. [UNESP]
Conceicao Junior, Pedro O. [UNESP]
Dotto, Fabio R. L.
Fernandez, Breno O.
Bianchi, Eduardo C. [UNESP]
author_role author
author2 Aguiar, Paulo R. [UNESP]
Conceicao Junior, Pedro O. [UNESP]
Dotto, Fabio R. L.
Fernandez, Breno O.
Bianchi, Eduardo C. [UNESP]
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Para Federal Institute (IFPA)
Universidade Estadual Paulista (UNESP)
Desenvolvimento e Consultoria
University Center of Lins (UNILINS)
dc.contributor.author.fl_str_mv Lopes, Wenderson N.
Aguiar, Paulo R. [UNESP]
Conceicao Junior, Pedro O. [UNESP]
Dotto, Fabio R. L.
Fernandez, Breno O.
Bianchi, Eduardo C. [UNESP]
dc.subject.por.fl_str_mv Acoustic emission
digital signal processing
low-cost system
piezoelectric transducers
sensor monitoring
topic Acoustic emission
digital signal processing
low-cost system
piezoelectric transducers
sensor monitoring
description Acoustic emission (AE) sensors have been widely used for tool condition monitoring in the grinding process. Recently, the piezoelectric diaphragm (piezoelectric buzzer) was introduced as a low-cost alternative for the same purpose. In this context, the present research work aims to study the efficiency of the piezoelectric diaphragm as a viable substitute to AE sensors in monitoring the dressing of structurally distinct aluminum oxide grinding wheels. Dressing tests were conducted using two industrial wheels, which were subjected to various dressing conditions. The signals generated by the AE and piezoelectric diaphragm sensors were collected simultaneously and subsequently analyzed in both time and frequency domains. The most relevant features related to the dressing were extracted through the following metrics: energy criterion, Pearson correlation coefficient, power spectral density (PSD), fast Fourier transform (FFT), and magnitude-squared coherence (MSC). Correlation greater than 80% was found between the piezoelectric diaphragm and AE sensor signals for determining the actual grinding wheel condition, which indicates the piezoelectric diaphragm as a viable alternative to the commercial AE sensors in dressing operation monitoring.
publishDate 2021
dc.date.none.fl_str_mv 2021-08-15
2022-05-01T05:28:59Z
2022-05-01T05:28:59Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1109/JSEN.2021.3085246
IEEE Sensors Journal, v. 21, n. 16, p. 18055-18062, 2021.
1558-1748
1530-437X
http://hdl.handle.net/11449/233150
10.1109/JSEN.2021.3085246
2-s2.0-85107353563
url http://dx.doi.org/10.1109/JSEN.2021.3085246
http://hdl.handle.net/11449/233150
identifier_str_mv IEEE Sensors Journal, v. 21, n. 16, p. 18055-18062, 2021.
1558-1748
1530-437X
10.1109/JSEN.2021.3085246
2-s2.0-85107353563
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv IEEE Sensors Journal
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 18055-18062
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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