Application of ABC-VMD and Envelope Spectrum Analysis in Gear Fault Diagnosis
Aiming at the nonlinear and unsteady characteristics of gearbox fault， a parameter-optimized Variational mode decomposition （VMD） is proposed to extract the characteristic frequency. Firstly， the Artificial bee colony algorithm （ABC） is used to adaptively select the number of layers and the penalty...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | zho |
| Published: |
Editorial Office of Journal of Mechanical Transmission
2019-04-01
|
| Series: | Jixie chuandong |
| Subjects: | |
| Online Access: | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2019.04.028 |
| _version_ | 1826882630286573568 |
|---|---|
| author | Wangping Zhou Rong Wang Shenrong Xu |
| author_facet | Wangping Zhou Rong Wang Shenrong Xu |
| author_sort | Wangping Zhou |
| collection | DOAJ |
| description | Aiming at the nonlinear and unsteady characteristics of gearbox fault， a parameter-optimized Variational mode decomposition （VMD） is proposed to extract the characteristic frequency. Firstly， the Artificial bee colony algorithm （ABC） is used to adaptively select the number of layers and the penalty factor for VMD. Then， according to the mutual information method， the optimal finite Intrinsic mode function （IMF） is selected after VMD. Finally， the envelope spectrum analysis of the best IMF is performed to extract the characteristic signal of the gear fault. Comparing with Empirical mode decomposition （EMD） and VMD based on Particle swarm optimization （PSO）， simulation and experimental results show that the ABC-VMD method has strong adaptability， which can effectively avoid problems of mode mixing， signal loss and excessive decomposition. It can accurately perform early fault diagnosis on the gearbox and at the same time avoid the disadvantages of PSO-VMD falling into local optimum. |
| first_indexed | 2024-03-13T09:15:47Z |
| format | Article |
| id | doaj.art-0722426bd5d340609cbb072bf561df09 |
| institution | Directory Open Access Journal |
| issn | 1004-2539 |
| language | zho |
| last_indexed | 2025-02-17T03:13:53Z |
| publishDate | 2019-04-01 |
| publisher | Editorial Office of Journal of Mechanical Transmission |
| record_format | Article |
| series | Jixie chuandong |
| spelling | doaj.art-0722426bd5d340609cbb072bf561df092025-01-10T14:01:06ZzhoEditorial Office of Journal of Mechanical TransmissionJixie chuandong1004-25392019-04-014315015630646759Application of ABC-VMD and Envelope Spectrum Analysis in Gear Fault DiagnosisWangping ZhouRong WangShenrong XuAiming at the nonlinear and unsteady characteristics of gearbox fault， a parameter-optimized Variational mode decomposition （VMD） is proposed to extract the characteristic frequency. Firstly， the Artificial bee colony algorithm （ABC） is used to adaptively select the number of layers and the penalty factor for VMD. Then， according to the mutual information method， the optimal finite Intrinsic mode function （IMF） is selected after VMD. Finally， the envelope spectrum analysis of the best IMF is performed to extract the characteristic signal of the gear fault. Comparing with Empirical mode decomposition （EMD） and VMD based on Particle swarm optimization （PSO）， simulation and experimental results show that the ABC-VMD method has strong adaptability， which can effectively avoid problems of mode mixing， signal loss and excessive decomposition. It can accurately perform early fault diagnosis on the gearbox and at the same time avoid the disadvantages of PSO-VMD falling into local optimum.http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2019.04.028Variational mode decompositionArtificial bee colony algorithmEnvelope spectrum analysisGearbox fault diagnosis |
| spellingShingle | Wangping Zhou Rong Wang Shenrong Xu Application of ABC-VMD and Envelope Spectrum Analysis in Gear Fault Diagnosis Jixie chuandong Variational mode decomposition Artificial bee colony algorithm Envelope spectrum analysis Gearbox fault diagnosis |
| title | Application of ABC-VMD and Envelope Spectrum Analysis in Gear Fault Diagnosis |
| title_full | Application of ABC-VMD and Envelope Spectrum Analysis in Gear Fault Diagnosis |
| title_fullStr | Application of ABC-VMD and Envelope Spectrum Analysis in Gear Fault Diagnosis |
| title_full_unstemmed | Application of ABC-VMD and Envelope Spectrum Analysis in Gear Fault Diagnosis |
| title_short | Application of ABC-VMD and Envelope Spectrum Analysis in Gear Fault Diagnosis |
| title_sort | application of abc vmd and envelope spectrum analysis in gear fault diagnosis |
| topic | Variational mode decomposition Artificial bee colony algorithm Envelope spectrum analysis Gearbox fault diagnosis |
| url | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2019.04.028 |
| work_keys_str_mv | AT wangpingzhou applicationofabcvmdandenvelopespectrumanalysisingearfaultdiagnosis AT rongwang applicationofabcvmdandenvelopespectrumanalysisingearfaultdiagnosis AT shenrongxu applicationofabcvmdandenvelopespectrumanalysisingearfaultdiagnosis |