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Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors
Wiper motor noise has an important impact on vehicle comfort. Accurate prediction of wiper motor noise can obtain motor NVH performance in motor manufacturing or earlier stage and provide necessary support for NVH performance design of parts and vehicles. However, the prediction accuracy of wiper mo...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8989595/ https://www.ncbi.nlm.nih.gov/pubmed/35401718 http://dx.doi.org/10.1155/2022/3873651 |
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author | Li, Haiqing Cui, Zhanhao Wu, Yudong Ren, Xiaguang Zhao, Ting |
author_facet | Li, Haiqing Cui, Zhanhao Wu, Yudong Ren, Xiaguang Zhao, Ting |
author_sort | Li, Haiqing |
collection | PubMed |
description | Wiper motor noise has an important impact on vehicle comfort. Accurate prediction of wiper motor noise can obtain motor NVH performance in motor manufacturing or earlier stage and provide necessary support for NVH performance design of parts and vehicles. However, the prediction accuracy of wiper motor noise by the traditional CAE or testing method is low. Data-driven technology provides a new idea for wiper motor noise prediction with its advantages of high efficiency and high precision. This paper studies the wiper motor noise prediction algorithm based on the motor vibration signal, respectively, using the transmission path analysis theory and the support vector machine theory, and carries on the test verification and comparative analysis of the effect. The results show that the method based on support vector machine is more accurate in the prediction of wiper motor noise and has higher practical engineering value. |
format | Online Article Text |
id | pubmed-8989595 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-89895952022-04-09 Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors Li, Haiqing Cui, Zhanhao Wu, Yudong Ren, Xiaguang Zhao, Ting Comput Intell Neurosci Research Article Wiper motor noise has an important impact on vehicle comfort. Accurate prediction of wiper motor noise can obtain motor NVH performance in motor manufacturing or earlier stage and provide necessary support for NVH performance design of parts and vehicles. However, the prediction accuracy of wiper motor noise by the traditional CAE or testing method is low. Data-driven technology provides a new idea for wiper motor noise prediction with its advantages of high efficiency and high precision. This paper studies the wiper motor noise prediction algorithm based on the motor vibration signal, respectively, using the transmission path analysis theory and the support vector machine theory, and carries on the test verification and comparative analysis of the effect. The results show that the method based on support vector machine is more accurate in the prediction of wiper motor noise and has higher practical engineering value. Hindawi 2022-03-31 /pmc/articles/PMC8989595/ /pubmed/35401718 http://dx.doi.org/10.1155/2022/3873651 Text en Copyright © 2022 Haiqing Li et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Li, Haiqing Cui, Zhanhao Wu, Yudong Ren, Xiaguang Zhao, Ting Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors |
title | Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors |
title_full | Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors |
title_fullStr | Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors |
title_full_unstemmed | Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors |
title_short | Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors |
title_sort | prediction of automobile wiper motor noise based on support vector machine with vibration sensors |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8989595/ https://www.ncbi.nlm.nih.gov/pubmed/35401718 http://dx.doi.org/10.1155/2022/3873651 |
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