Study on Fault Diagnosis Method of Planetary Gearbox Based on Turn Domain Resampling and Variable Multi-Scale Morphological Filtering
The turn domain resampling (TDR) method is proposed in the paper on the basis of the existing angle domain resampling for solving the problem of non-fixed fault frequency under variable working conditions. TDR can select the appropriate sampling order according to the influence of frequency conversi...
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doaj-366de2b87e0644ae9b4ce891514251732021-01-01T00:00:10ZengMDPI AGSymmetry2073-89942021-12-0113525210.3390/sym13010052Study on Fault Diagnosis Method of Planetary Gearbox Based on Turn Domain Resampling and Variable Multi-Scale Morphological FilteringTongtong Liu0Lingli Cui1Chao Zhang2Key Laboratory of Advanced Manufacturing Technology, Beijing University of Technology, Chao Yang District, Beijing 100124, ChinaKey Laboratory of Advanced Manufacturing Technology, Beijing University of Technology, Chao Yang District, Beijing 100124, ChinaInner Mogolia Key Laboratory of Intelligent Diagnosis and Control of Mechatronic Systems, Inner Mogolia University of Science and Technology, Baotou 014010, ChinaThe turn domain resampling (TDR) method is proposed in the paper on the basis of the existing angle domain resampling for solving the problem of non-fixed fault frequency under variable working conditions. TDR can select the appropriate sampling order according to the influence of frequency conversion, which avoided the error caused by the spline interpolation method. It can provide accurate parameters for the subsequent calculation of the equivalent frequency order. Variable multi-scale morphological filtering (VMSMF) method is proposed for the purpose of further reducing the interference of noise in resampling signal to feature extraction. VMSMF adaptively selects structural elements according to the parameter change of impact signal to make its scale more targeted. It only needs to calculate once using the optimal structural unit for a particular impact, and the filtering accuracy and operating efficiency have been greatly improved. The main steps of this article are as follows. First, the TDR is used to resample the original signal as to get the resampling signal which is still submerged by the strong noise. In the second step, VMSMF is used to filter the resampling signal to obtain the signal with less noise interference. Finally, the fault characteristics of the filtering signal was extracted and compared with the possible fault frequency calculated by the sampling parameters provided by resampling, so as to determine the fault type of the planetary gearbox. By analyzing the simulation signal and the experimental signal respectively, this method can find out the corresponding fault characteristics effectively.https://www.mdpi.com/2073-8994/13/1/52fault diagnosisplanetary gearboxTDRVMSMFvariable speed |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tongtong Liu Lingli Cui Chao Zhang |
spellingShingle |
Tongtong Liu Lingli Cui Chao Zhang Study on Fault Diagnosis Method of Planetary Gearbox Based on Turn Domain Resampling and Variable Multi-Scale Morphological Filtering Symmetry fault diagnosis planetary gearbox TDR VMSMF variable speed |
author_facet |
Tongtong Liu Lingli Cui Chao Zhang |
author_sort |
Tongtong Liu |
title |
Study on Fault Diagnosis Method of Planetary Gearbox Based on Turn Domain Resampling and Variable Multi-Scale Morphological Filtering |
title_short |
Study on Fault Diagnosis Method of Planetary Gearbox Based on Turn Domain Resampling and Variable Multi-Scale Morphological Filtering |
title_full |
Study on Fault Diagnosis Method of Planetary Gearbox Based on Turn Domain Resampling and Variable Multi-Scale Morphological Filtering |
title_fullStr |
Study on Fault Diagnosis Method of Planetary Gearbox Based on Turn Domain Resampling and Variable Multi-Scale Morphological Filtering |
title_full_unstemmed |
Study on Fault Diagnosis Method of Planetary Gearbox Based on Turn Domain Resampling and Variable Multi-Scale Morphological Filtering |
title_sort |
study on fault diagnosis method of planetary gearbox based on turn domain resampling and variable multi-scale morphological filtering |
publisher |
MDPI AG |
series |
Symmetry |
issn |
2073-8994 |
publishDate |
2021-12-01 |
description |
The turn domain resampling (TDR) method is proposed in the paper on the basis of the existing angle domain resampling for solving the problem of non-fixed fault frequency under variable working conditions. TDR can select the appropriate sampling order according to the influence of frequency conversion, which avoided the error caused by the spline interpolation method. It can provide accurate parameters for the subsequent calculation of the equivalent frequency order. Variable multi-scale morphological filtering (VMSMF) method is proposed for the purpose of further reducing the interference of noise in resampling signal to feature extraction. VMSMF adaptively selects structural elements according to the parameter change of impact signal to make its scale more targeted. It only needs to calculate once using the optimal structural unit for a particular impact, and the filtering accuracy and operating efficiency have been greatly improved. The main steps of this article are as follows. First, the TDR is used to resample the original signal as to get the resampling signal which is still submerged by the strong noise. In the second step, VMSMF is used to filter the resampling signal to obtain the signal with less noise interference. Finally, the fault characteristics of the filtering signal was extracted and compared with the possible fault frequency calculated by the sampling parameters provided by resampling, so as to determine the fault type of the planetary gearbox. By analyzing the simulation signal and the experimental signal respectively, this method can find out the corresponding fault characteristics effectively. |
topic |
fault diagnosis planetary gearbox TDR VMSMF variable speed |
url |
https://www.mdpi.com/2073-8994/13/1/52 |
work_keys_str_mv |
AT tongtongliu studyonfaultdiagnosismethodofplanetarygearboxbasedonturndomainresamplingandvariablemultiscalemorphologicalfiltering AT linglicui studyonfaultdiagnosismethodofplanetarygearboxbasedonturndomainresamplingandvariablemultiscalemorphologicalfiltering AT chaozhang studyonfaultdiagnosismethodofplanetarygearboxbasedonturndomainresamplingandvariablemultiscalemorphologicalfiltering |
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