Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Outros Autores: | , , , , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Revista de Engenharia Química e Química |
Texto Completo: | https://periodicos.ufv.br/jcec/article/view/13673 |
Resumo: | This work is of multidisciplinary concept, whose development is difficult to perform. Considering also that, in one of the steps, the similarity between the FRF of the vibration and acoustic signal is demonstrated. The objective of this work is the analysis and prognosis of the progression of failures of a pair of gears using the artificial immune system (AIS) of negative selection. In order to have this condition met, during the development of this work, the Wiener filter technique, the vibration and acoustic signal analysis (FRF), the application of negative selection AIS techniques for classification and grouping of signals were applied. The final result successfully demonstrates the effectiveness of the development process of this work and the robustness of the negative selection AIS algorithm. |
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Revista de Engenharia Química e Química |
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Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear CouplingAnálise e Prognose de Falhas em Sistemas Híbridos Inteligentes Utilizando Bioengenharia: Acoplamento de EngrenagensPrognosis. Hybrid Systems. Gears.Prognose. Sistemas Híbridos. Engrenagens.This work is of multidisciplinary concept, whose development is difficult to perform. Considering also that, in one of the steps, the similarity between the FRF of the vibration and acoustic signal is demonstrated. The objective of this work is the analysis and prognosis of the progression of failures of a pair of gears using the artificial immune system (AIS) of negative selection. In order to have this condition met, during the development of this work, the Wiener filter technique, the vibration and acoustic signal analysis (FRF), the application of negative selection AIS techniques for classification and grouping of signals were applied. The final result successfully demonstrates the effectiveness of the development process of this work and the robustness of the negative selection AIS algorithm.Este trabalho é de conceito multidisciplinar, cujo desenvolvimento é de difícil performance. Considerando ainda que, em uma das etapas é demonstrado a similaridade entre as FRF do sinal de vibração e acústica. O objetivo deste trabalho é a análise e prognose da progressão das falhas de um par de engrenagens utilizando o sistema imunológico artificial (AIS) de seleção negativa. Para que esta condição tenha sido atendida, durante o desenvolvimento deste trabalho, foram aplicados a técnica de filtro de Wiener, a análise de sinais (FRF) de vibração e acústica, a aplicação das técnicas de AIS de seleção negativa para classificação e grupamento dos sinais. O resultado final demonstra com sucesso a eficácia do processo de desenvolvimento deste trabalho e a robustez do algoritmo de AIS de seleção negativa.Universidade Federal de Viçosa - UFV2022-01-12info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://periodicos.ufv.br/jcec/article/view/1367310.18540/jcecvl8iss1pp13673-01-18eThe Journal of Engineering and Exact Sciences; Vol. 8 No. 1 (2022); 13673-01-18eThe Journal of Engineering and Exact Sciences; Vol. 8 Núm. 1 (2022); 13673-01-18eThe Journal of Engineering and Exact Sciences; v. 8 n. 1 (2022); 13673-01-18e2527-1075reponame:Revista de Engenharia Química e Químicainstname:Universidade Federal de Viçosa (UFV)instacron:UFVenghttps://periodicos.ufv.br/jcec/article/view/13673/7110Copyright (c) 2022 The Journal of Engineering and Exact Scienceshttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessOuta, RobertoChavarette, Fabio RobertoMishra, Vishnu NarayanGonçalves, Aparecido CarlosGarcia , AdrianaPinto, Sandro da SilvaRathour, LaxmiMishra, Lakshmi Narayan2022-05-29T02:43:30Zoai:ojs.periodicos.ufv.br:article/13673Revistahttp://www.seer.ufv.br/seer/rbeq2/index.php/req2/indexONGhttps://periodicos.ufv.br/jcec/oaijcec.journal@ufv.br||req2@ufv.br2446-94162446-9416opendoar:2022-05-29T02:43:30Revista de Engenharia Química e Química - Universidade Federal de Viçosa (UFV)false |
dc.title.none.fl_str_mv |
Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling Análise e Prognose de Falhas em Sistemas Híbridos Inteligentes Utilizando Bioengenharia: Acoplamento de Engrenagens |
title |
Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling |
spellingShingle |
Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling Outa, Roberto Prognosis. Hybrid Systems. Gears. Prognose. Sistemas Híbridos. Engrenagens. |
title_short |
Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling |
title_full |
Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling |
title_fullStr |
Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling |
title_full_unstemmed |
Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling |
title_sort |
Analysis and Prognosis of Failures in Intelligent Hybrid Systems Using Bioengineering: Gear Coupling |
author |
Outa, Roberto |
author_facet |
Outa, Roberto Chavarette, Fabio Roberto Mishra, Vishnu Narayan Gonçalves, Aparecido Carlos Garcia , Adriana Pinto, Sandro da Silva Rathour, Laxmi Mishra, Lakshmi Narayan |
author_role |
author |
author2 |
Chavarette, Fabio Roberto Mishra, Vishnu Narayan Gonçalves, Aparecido Carlos Garcia , Adriana Pinto, Sandro da Silva Rathour, Laxmi Mishra, Lakshmi Narayan |
author2_role |
author author author author author author author |
dc.contributor.author.fl_str_mv |
Outa, Roberto Chavarette, Fabio Roberto Mishra, Vishnu Narayan Gonçalves, Aparecido Carlos Garcia , Adriana Pinto, Sandro da Silva Rathour, Laxmi Mishra, Lakshmi Narayan |
dc.subject.por.fl_str_mv |
Prognosis. Hybrid Systems. Gears. Prognose. Sistemas Híbridos. Engrenagens. |
topic |
Prognosis. Hybrid Systems. Gears. Prognose. Sistemas Híbridos. Engrenagens. |
description |
This work is of multidisciplinary concept, whose development is difficult to perform. Considering also that, in one of the steps, the similarity between the FRF of the vibration and acoustic signal is demonstrated. The objective of this work is the analysis and prognosis of the progression of failures of a pair of gears using the artificial immune system (AIS) of negative selection. In order to have this condition met, during the development of this work, the Wiener filter technique, the vibration and acoustic signal analysis (FRF), the application of negative selection AIS techniques for classification and grouping of signals were applied. The final result successfully demonstrates the effectiveness of the development process of this work and the robustness of the negative selection AIS algorithm. |
publishDate |
2022 |
dc.date.none.fl_str_mv |
2022-01-12 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
https://periodicos.ufv.br/jcec/article/view/13673 10.18540/jcecvl8iss1pp13673-01-18e |
url |
https://periodicos.ufv.br/jcec/article/view/13673 |
identifier_str_mv |
10.18540/jcecvl8iss1pp13673-01-18e |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
https://periodicos.ufv.br/jcec/article/view/13673/7110 |
dc.rights.driver.fl_str_mv |
Copyright (c) 2022 The Journal of Engineering and Exact Sciences https://creativecommons.org/licenses/by/4.0 info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Copyright (c) 2022 The Journal of Engineering and Exact Sciences https://creativecommons.org/licenses/by/4.0 |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Universidade Federal de Viçosa - UFV |
publisher.none.fl_str_mv |
Universidade Federal de Viçosa - UFV |
dc.source.none.fl_str_mv |
The Journal of Engineering and Exact Sciences; Vol. 8 No. 1 (2022); 13673-01-18e The Journal of Engineering and Exact Sciences; Vol. 8 Núm. 1 (2022); 13673-01-18e The Journal of Engineering and Exact Sciences; v. 8 n. 1 (2022); 13673-01-18e 2527-1075 reponame:Revista de Engenharia Química e Química instname:Universidade Federal de Viçosa (UFV) instacron:UFV |
instname_str |
Universidade Federal de Viçosa (UFV) |
instacron_str |
UFV |
institution |
UFV |
reponame_str |
Revista de Engenharia Química e Química |
collection |
Revista de Engenharia Química e Química |
repository.name.fl_str_mv |
Revista de Engenharia Química e Química - Universidade Federal de Viçosa (UFV) |
repository.mail.fl_str_mv |
jcec.journal@ufv.br||req2@ufv.br |
_version_ |
1800211190133030912 |