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A new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation
Rolling Bearing is a key component of the transmission of rotating machinery, and it is widely used in industrial fields. Therefore, it is of vital importance to evaluate the performance and reliability of rolling bearing. Aiming at the interference problems faced by rolling bearings during operatio...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9596483/ https://www.ncbi.nlm.nih.gov/pubmed/36284194 http://dx.doi.org/10.1038/s41598-022-21885-y |
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author | Zhang, Yunyi Zhou, Guohui Zhang, Wei He, Wei Wang, Yuhe Zhang, Yizhe Han, Peng |
author_facet | Zhang, Yunyi Zhou, Guohui Zhang, Wei He, Wei Wang, Yuhe Zhang, Yizhe Han, Peng |
author_sort | Zhang, Yunyi |
collection | PubMed |
description | Rolling Bearing is a key component of the transmission of rotating machinery, and it is widely used in industrial fields. Therefore, it is of vital importance to evaluate the performance and reliability of rolling bearing. Aiming at the interference problems faced by rolling bearings during operation, a performance evaluation model based on the evidential reasoning (ER) rule is proposed in this article. Firstly, the time domain and frequency domain characteristic indicators of bearing vibration signals are taken as evaluation indicators, and the evaluation system is constructed. Secondly, various indicator information is unified into a belief structure, and the reliability and the weight of the indicators are fully considered in the ER rule. Thirdly, to simulate the complex working environment of rolling bearings, the perturbation analysis method is adopted. After determining the maximum perturbation error and perturbation coefficient, the performance reliability of the rolling bearing is analysed, and a performance reliability evaluation model considering perturbation is proposed. Finally, based on the whole-life open data set of rolling bearing from the University of Cincinnati, the validity and reliability of the proposed model are verified in performance analysis. |
format | Online Article Text |
id | pubmed-9596483 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-95964832022-10-27 A new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation Zhang, Yunyi Zhou, Guohui Zhang, Wei He, Wei Wang, Yuhe Zhang, Yizhe Han, Peng Sci Rep Article Rolling Bearing is a key component of the transmission of rotating machinery, and it is widely used in industrial fields. Therefore, it is of vital importance to evaluate the performance and reliability of rolling bearing. Aiming at the interference problems faced by rolling bearings during operation, a performance evaluation model based on the evidential reasoning (ER) rule is proposed in this article. Firstly, the time domain and frequency domain characteristic indicators of bearing vibration signals are taken as evaluation indicators, and the evaluation system is constructed. Secondly, various indicator information is unified into a belief structure, and the reliability and the weight of the indicators are fully considered in the ER rule. Thirdly, to simulate the complex working environment of rolling bearings, the perturbation analysis method is adopted. After determining the maximum perturbation error and perturbation coefficient, the performance reliability of the rolling bearing is analysed, and a performance reliability evaluation model considering perturbation is proposed. Finally, based on the whole-life open data set of rolling bearing from the University of Cincinnati, the validity and reliability of the proposed model are verified in performance analysis. Nature Publishing Group UK 2022-10-25 /pmc/articles/PMC9596483/ /pubmed/36284194 http://dx.doi.org/10.1038/s41598-022-21885-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This 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 Zhang, Yunyi Zhou, Guohui Zhang, Wei He, Wei Wang, Yuhe Zhang, Yizhe Han, Peng A new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation |
title | A new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation |
title_full | A new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation |
title_fullStr | A new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation |
title_full_unstemmed | A new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation |
title_short | A new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation |
title_sort | new performance analysis method for rolling bearing based on the evidential reasoning rule considering perturbation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9596483/ https://www.ncbi.nlm.nih.gov/pubmed/36284194 http://dx.doi.org/10.1038/s41598-022-21885-y |
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