Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation Analysis
The multifractal detrended fluctuation analysis（ MFDFA） is developed only for processing one- dimension time series. Consequently,when applied to analyze complex vibration data from a defective gearbox,the MFDFA frequently produces poor results due to disturbance from noise and other factors. As a r...
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| Format: | Article |
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Editorial Office of Journal of Mechanical Transmission
2016-01-01
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| Series: | Jixie chuandong |
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| Online Access: | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2016.01.020 |
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| author | Lin Jinshan Dou Chunhong Zhang Ni |
| author_facet | Lin Jinshan Dou Chunhong Zhang Ni |
| author_sort | Lin Jinshan |
| collection | DOAJ |
| description | The multifractal detrended fluctuation analysis（ MFDFA） is developed only for processing one- dimension time series. Consequently,when applied to analyze complex vibration data from a defective gearbox,the MFDFA frequently produces poor results due to disturbance from noise and other factors. As a result,high- dimension data analysis seems effective in solving this problem. To this end,multifractal detrended cross- correlation analysis（ MF- DCCA） is introduced to examine gearbox vibration data and then a novel method for fault diagnosis of gearboxes is proposed based on MF- DCCA. In the proposed method,a cross- correlation function of two- dimension signals is firstly estimated and then the multifractal feature hidden in the cross- correlation function are analyzed. Application to probing realist gearbox vibration data suggested that the proposed method can clearly distinguish between similar and close fault patterns of gearboxes and performs better than the method based on MFDFA in fault diagnosis of gearbox. |
| format | Article |
| id | doaj-art-90235323aadc411f84d6f39356d3857c |
| institution | Kabale University |
| issn | 1004-2539 |
| language | zho |
| publishDate | 2016-01-01 |
| publisher | Editorial Office of Journal of Mechanical Transmission |
| record_format | Article |
| series | Jixie chuandong |
| spelling | doaj-art-90235323aadc411f84d6f39356d3857c2025-01-10T14:19:35ZzhoEditorial Office of Journal of Mechanical TransmissionJixie chuandong1004-25392016-01-0140919429921872Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation AnalysisLin JinshanDou ChunhongZhang NiThe multifractal detrended fluctuation analysis（ MFDFA） is developed only for processing one- dimension time series. Consequently,when applied to analyze complex vibration data from a defective gearbox,the MFDFA frequently produces poor results due to disturbance from noise and other factors. As a result,high- dimension data analysis seems effective in solving this problem. To this end,multifractal detrended cross- correlation analysis（ MF- DCCA） is introduced to examine gearbox vibration data and then a novel method for fault diagnosis of gearboxes is proposed based on MF- DCCA. In the proposed method,a cross- correlation function of two- dimension signals is firstly estimated and then the multifractal feature hidden in the cross- correlation function are analyzed. Application to probing realist gearbox vibration data suggested that the proposed method can clearly distinguish between similar and close fault patterns of gearboxes and performs better than the method based on MFDFA in fault diagnosis of gearbox.http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2016.01.020MultifractalDetrended cross-correlation analysisGearboxFault diagnosis |
| spellingShingle | Lin Jinshan Dou Chunhong Zhang Ni Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation Analysis Jixie chuandong Multifractal Detrended cross-correlation analysis Gearbox Fault diagnosis |
| title | Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation Analysis |
| title_full | Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation Analysis |
| title_fullStr | Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation Analysis |
| title_full_unstemmed | Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation Analysis |
| title_short | Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation Analysis |
| title_sort | fault diagnosis of gearbox based on multifractal detrended cross correlation analysis |
| topic | Multifractal Detrended cross-correlation analysis Gearbox Fault diagnosis |
| url | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2016.01.020 |
| work_keys_str_mv | AT linjinshan faultdiagnosisofgearboxbasedonmultifractaldetrendedcrosscorrelationanalysis AT douchunhong faultdiagnosisofgearboxbasedonmultifractaldetrendedcrosscorrelationanalysis AT zhangni faultdiagnosisofgearboxbasedonmultifractaldetrendedcrosscorrelationanalysis |