A Survey of Incipient Fault Diagnosis of Bearings Based on Data-drive
On-line real time diagnosis of bearing incipient faults is the intersection of practical engineering application requirements and basic scientific research. It is one of the development directions of bearing fault diagnosis at home and abroad. Firstly, this study analyzes the bearing fault and its e...
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| Format: | Article |
| Language: | zho |
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Editorial Office of Journal of Mechanical Transmission
2023-03-01
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| Series: | Jixie chuandong |
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| Online Access: | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2023.03.022 |
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| author | Li Zhaofei |
| author_facet | Li Zhaofei |
| author_sort | Li Zhaofei |
| collection | DOAJ |
| description | On-line real time diagnosis of bearing incipient faults is the intersection of practical engineering application requirements and basic scientific research. It is one of the development directions of bearing fault diagnosis at home and abroad. Firstly, this study analyzes the bearing fault and its evolution process; secondly, according to the needs of bearing incipient fault diagnosis in time, the difficult problems of bearing incipient fault diagnosis are summarized; then, it focuses on the various technologies used in the three crucial links of bearing early fault diagnosis: the weak monitoring signal enhancement technology, the fusion representation technology of monitoring parameters and the early fault intelligent diagnosis technology; finally, the development trend of bearing incipient fault diagnosis technology is summarized and prospected. |
| format | Article |
| id | doaj-art-afac844ef77e494991b1e81267150939 |
| institution | Kabale University |
| issn | 1004-2539 |
| language | zho |
| publishDate | 2023-03-01 |
| publisher | Editorial Office of Journal of Mechanical Transmission |
| record_format | Article |
| series | Jixie chuandong |
| spelling | doaj-art-afac844ef77e494991b1e812671509392025-01-10T14:57:16ZzhoEditorial Office of Journal of Mechanical TransmissionJixie chuandong1004-25392023-03-014716517635810271A Survey of Incipient Fault Diagnosis of Bearings Based on Data-driveLi ZhaofeiOn-line real time diagnosis of bearing incipient faults is the intersection of practical engineering application requirements and basic scientific research. It is one of the development directions of bearing fault diagnosis at home and abroad. Firstly, this study analyzes the bearing fault and its evolution process; secondly, according to the needs of bearing incipient fault diagnosis in time, the difficult problems of bearing incipient fault diagnosis are summarized; then, it focuses on the various technologies used in the three crucial links of bearing early fault diagnosis: the weak monitoring signal enhancement technology, the fusion representation technology of monitoring parameters and the early fault intelligent diagnosis technology; finally, the development trend of bearing incipient fault diagnosis technology is summarized and prospected.http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2023.03.022BearingMinor faultIncipient fault diagnosisBlind source separationDeep transfer learning |
| spellingShingle | Li Zhaofei A Survey of Incipient Fault Diagnosis of Bearings Based on Data-drive Jixie chuandong Bearing Minor fault Incipient fault diagnosis Blind source separation Deep transfer learning |
| title | A Survey of Incipient Fault Diagnosis of Bearings Based on Data-drive |
| title_full | A Survey of Incipient Fault Diagnosis of Bearings Based on Data-drive |
| title_fullStr | A Survey of Incipient Fault Diagnosis of Bearings Based on Data-drive |
| title_full_unstemmed | A Survey of Incipient Fault Diagnosis of Bearings Based on Data-drive |
| title_short | A Survey of Incipient Fault Diagnosis of Bearings Based on Data-drive |
| title_sort | survey of incipient fault diagnosis of bearings based on data drive |
| topic | Bearing Minor fault Incipient fault diagnosis Blind source separation Deep transfer learning |
| url | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2023.03.022 |
| work_keys_str_mv | AT lizhaofei asurveyofincipientfaultdiagnosisofbearingsbasedondatadrive AT lizhaofei surveyofincipientfaultdiagnosisofbearingsbasedondatadrive |