An application of acoustic measurements to quality control of low power electrical motors

In this article, an example of the application of acoustic measurements to condition assessment of electric machines is presented. Quality control of new components is considered in this case study. The first symptoms of unserviceability are disclose in the acoustic domain and then, in later exploit...

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Main Author: M. Gibiec
Format: Article
Language:English
Published: Institute of Fundamental Technological Research Polish Academy of Sciences 2014-04-01
Series:Archives of Acoustics
Subjects:
Online Access:https://acoustics.ippt.pan.pl/index.php/aa/article/view/745
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author M. Gibiec
author_facet M. Gibiec
author_sort M. Gibiec
collection DOAJ
description In this article, an example of the application of acoustic measurements to condition assessment of electric machines is presented. Quality control of new components is considered in this case study. The first symptoms of unserviceability are disclose in the acoustic domain and then, in later exploitation, they develop into a form that is detectable during vibration measurements. The assessment is based on acoustical wave spectrum normalized with respect to rotational speed. An adequately prepared neural network of the Kohonen's type was used as assessing tool. Its performance was compared to results of the minimum distance method based on averaged spectrum patterns.
format Article
id doaj-art-73247d0c47124140ae8a2baff1b859c9
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issn 0137-5075
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language English
publishDate 2014-04-01
publisher Institute of Fundamental Technological Research Polish Academy of Sciences
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series Archives of Acoustics
spelling doaj-art-73247d0c47124140ae8a2baff1b859c92025-08-20T02:39:20ZengInstitute of Fundamental Technological Research Polish Academy of SciencesArchives of Acoustics0137-50752300-262X2014-04-01314An application of acoustic measurements to quality control of low power electrical motorsM. Gibiec0AGH University of Science and Technology, Department of Robotics and MechatronicsIn this article, an example of the application of acoustic measurements to condition assessment of electric machines is presented. Quality control of new components is considered in this case study. The first symptoms of unserviceability are disclose in the acoustic domain and then, in later exploitation, they develop into a form that is detectable during vibration measurements. The assessment is based on acoustical wave spectrum normalized with respect to rotational speed. An adequately prepared neural network of the Kohonen's type was used as assessing tool. Its performance was compared to results of the minimum distance method based on averaged spectrum patterns.https://acoustics.ippt.pan.pl/index.php/aa/article/view/745machine state assessmentacoustic signalsneural networks
spellingShingle M. Gibiec
An application of acoustic measurements to quality control of low power electrical motors
Archives of Acoustics
machine state assessment
acoustic signals
neural networks
title An application of acoustic measurements to quality control of low power electrical motors
title_full An application of acoustic measurements to quality control of low power electrical motors
title_fullStr An application of acoustic measurements to quality control of low power electrical motors
title_full_unstemmed An application of acoustic measurements to quality control of low power electrical motors
title_short An application of acoustic measurements to quality control of low power electrical motors
title_sort application of acoustic measurements to quality control of low power electrical motors
topic machine state assessment
acoustic signals
neural networks
url https://acoustics.ippt.pan.pl/index.php/aa/article/view/745
work_keys_str_mv AT mgibiec anapplicationofacousticmeasurementstoqualitycontroloflowpowerelectricalmotors
AT mgibiec applicationofacousticmeasurementstoqualitycontroloflowpowerelectricalmotors