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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...

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Detalles Bibliográficos
Autores principales: Li, Haiqing, Cui, Zhanhao, Wu, Yudong, Ren, Xiaguang, Zhao, Ting
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
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.
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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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AT cuizhanhao predictionofautomobilewipermotornoisebasedonsupportvectormachinewithvibrationsensors
AT wuyudong predictionofautomobilewipermotornoisebasedonsupportvectormachinewithvibrationsensors
AT renxiaguang predictionofautomobilewipermotornoisebasedonsupportvectormachinewithvibrationsensors
AT zhaoting predictionofautomobilewipermotornoisebasedonsupportvectormachinewithvibrationsensors