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Gear fault diagnosis using gear meshing stiffness identified by gearbox housing vibration signals
Frontiers of Mechanical Engineering 2022, Volume 17, Issue 4, doi: 10.1007/s11465-022-0713-3
Keywords: gearbox fault diagnosis meshing stiffness identification transfer path signal processing
Pengxing YI,Peng HUANG,Tielin SHI
Frontiers of Mechanical Engineering 2016, Volume 11, Issue 4, Pages 388-402 doi: 10.1007/s11465-016-0404-z
Wind turbine gearbox (WTG), which functions as an accelerator, ensures the performance and servicemodal analyses show favorable agreement and reveal that the characteristic frequency of the studied gearbox
Keywords: wind turbine gearbox modal analysis finite element analysis modal frequency bearing equivalence
Digital twin-assisted gearbox dynamic model updating toward fault diagnosis
Frontiers of Mechanical Engineering 2023, Volume 18, Issue 2, doi: 10.1007/s11465-023-0748-0
Keywords: digital twin gearbox model construction model updating physical–virtual interaction
Intelligent fault diagnostic system based on RBR for the gearbox of rolling mills
Lixin GAO, Lijuan WU, Yan WANG, Houpei WEI, Hui YE
Frontiers of Mechanical Engineering 2010, Volume 5, Issue 4, Pages 483-490 doi: 10.1007/s11465-010-0118-6
Keywords: rule-based reasoning fault diagnosis intelligent system gear box
Guilian YI, Yunkang SUI, Jiazheng DU
Frontiers of Mechanical Engineering 2011, Volume 6, Issue 2, Pages 229-234 doi: 10.1007/s11465-011-0128-z
Keywords: Abaqus secondary development Python language vibration and noise reduction K-S function vibration acceleration level
Fault diagnosis of spur gearbox based on random forest and wavelet packet decomposition
Diego CABRERA,Fernando SANCHO,René-Vinicio SÁNCHEZ,Grover ZURITA,Mariela CERRADA,Chuan LI,Rafael E. VÁSQUEZ
Frontiers of Mechanical Engineering 2015, Volume 10, Issue 3, Pages 277-286 doi: 10.1007/s11465-015-0348-8
This paper addresses the development of a random forest classifier for the multi-class fault diagnosis in spur gearboxes. The vibration signal’s condition parameters are first extracted by applying the wavelet packet decomposition with multiple mother wavelets, and the coefficients’ energy content for terminal nodes is used as the input feature for the classification problem. Then, a study through the parameters’ space to find the best values for the number of trees and the number of random features is performed. In this way, the best set of mother wavelets for the application is identified and the best features are selected through the internal ranking of the random forest classifier. The results show that the proposed method reached 98.68% in classification accuracy, and high efficiency and robustness in the models.
Keywords: fault diagnosis spur gearbox wavelet packet decomposition random forest
Tacholess order-tracking approach for wind turbine gearbox fault detection
Yi WANG, Yong XIE, Guanghua XU, Sicong ZHANG, Chenggang HOU
Frontiers of Mechanical Engineering 2017, Volume 12, Issue 3, Pages 427-439 doi: 10.1007/s11465-017-0452-z
Keywords: wind turbine variable-speed operating conditions Vold-Kalman filtering tacholess order tracking
Yun KONG, Tianyang WANG, Zheng LI, Fulei CHU
Frontiers of Mechanical Engineering 2017, Volume 12, Issue 3, Pages 406-419 doi: 10.1007/s11465-017-0419-0
Keywords: wind turbine planet gear fault feature extraction spectral kurtosis time wavelet energy spectrum
Review of the damage mechanism in wind turbine gearbox bearings under rolling contact fatigue
Yun-Shuai SU, Shu-Rong YU, Shu-Xin LI, Yan-Ni HE
Frontiers of Mechanical Engineering 2019, Volume 14, Issue 4, Pages 434-441 doi: 10.1007/s11465-018-0474-1
Keywords: rolling contact fatigue (RCF) white etching area (WEA) white etching crack (WEC) adiabatic shear band (ASB)
Zhaohui DU, Xuefeng CHEN, Han ZHANG, Yanyang ZI, Ruqiang YAN
Frontiers of Mechanical Engineering 2017, Volume 12, Issue 3, Pages 333-347 doi: 10.1007/s11465-017-0435-0
The gearbox of a wind turbine (WT) has dominant failure rates and highest downtime loss among allThus, gearbox health assessment for maintenance cost reduction is of paramount importance.The concurrence of multiple faults in gearbox components is a common phenomenon due to fault inductionThis problem should be considered before planning to replace the components of the WT gearbox.detection is comprehensively investigated and verified by the analysis of a data set of a 750 kW WT gearbox
Keywords: learning multiple fault diagnosis sparse decomposition theory coupling feature separation wind turbine gearbox
Effect of friction coefficients on the dynamic response of gear systems
Lingli JIANG, Zhenyong DENG, Fengshou GU, Andrew D. BALL, Xuejun LI
Frontiers of Mechanical Engineering 2017, Volume 12, Issue 3, Pages 397-405 doi: 10.1007/s11465-017-0415-4
The inevitable deterioration of the lubrication conditions in a gearbox in service can change theeffect by utilizing virtual prototype technology to model and simulate the dynamics of a wind turbine gearbox
Keywords: dynamic response friction coefficient wind loads wind turbine gearbox
Weak characteristic information extraction from early fault of wind turbine generator gearbox
Xiaoli XU, Xiuli LIU
Frontiers of Mechanical Engineering 2017, Volume 12, Issue 3, Pages 357-366 doi: 10.1007/s11465-017-0423-4
Given the weak early degradation characteristic information during early fault evolution in gearbox
Keywords: wind turbine generator gearbox µ-singular value decomposition local mean decomposition weak characteristic
Pengxing YI,Lijian DONG,Tielin SHI
Frontiers of Mechanical Engineering 2014, Volume 9, Issue 4, Pages 354-367 doi: 10.1007/s11465-014-0319-5
To improve the dynamic performance and reduce the weight of the planet carrier in wind turbine gearboxAs well, this method is applied to design and optimize the planet carrier in a 1.5 MW wind turbine gearbox
Keywords: planet carrier multi-objective optimization genetic algorithms wind turbine gearbox modal experiment
Analysis of planetary gear transmission in non-stationary operations
Fakher CHAARI, Mohamed Slim ABBES, Fernando Viadero RUEDA, Alfonso Fernandez del RINCON, Mohamed HADDAR
Frontiers of Mechanical Engineering 2013, Volume 8, Issue 1, Pages 88-94 doi: 10.1007/s11465-013-0361-8
Planetary gearboxes operate usually in non-stationary conditions generated mainly by variable loads applied to these transmissions. In order to understand the dynamic behavior of planetary gearboxes in such conditions, a mathematic model is developed including driving unit, transmission and load. The variability of load induces a variable speed of the transmission which is taken into account when characterizing the main dynamic parameter of the transmission which is the mesh stiffness function. This function is not periodic following the variability of the transmission speed. The computation of the dynamic response shows an intimate relation between the vibration amplitude level and the load value. As the load increase the vibration level increase. A combined amplitude and frequency modulation is observed which is well characterized using Short Time Fourier transform more suited than the spectral analysis.
Keywords: planetary gearbox non-stationary conditions variable load dynamic response time frequency analysis
Title Author Date Type Operation
Gear fault diagnosis using gear meshing stiffness identified by gearbox housing vibration signals
Journal Article
Numerical analysis and experimental investigation of modal properties for the gearbox in wind turbine
Pengxing YI,Peng HUANG,Tielin SHI
Journal Article
Intelligent fault diagnostic system based on RBR for the gearbox of rolling mills
Lixin GAO, Lijuan WU, Yan WANG, Houpei WEI, Hui YE
Journal Article
Application of python-based Abaqus preprocess and postprocess technique in analysis of gearbox vibration
Guilian YI, Yunkang SUI, Jiazheng DU
Journal Article
Fault diagnosis of spur gearbox based on random forest and wavelet packet decomposition
Diego CABRERA,Fernando SANCHO,René-Vinicio SÁNCHEZ,Grover ZURITA,Mariela CERRADA,Chuan LI,Rafael E. VÁSQUEZ
Journal Article
Tacholess order-tracking approach for wind turbine gearbox fault detection
Yi WANG, Yong XIE, Guanghua XU, Sicong ZHANG, Chenggang HOU
Journal Article
Fault feature extraction of planet gear in wind turbine gearbox based on spectral kurtosis and time wavelet
Yun KONG, Tianyang WANG, Zheng LI, Fulei CHU
Journal Article
Review of the damage mechanism in wind turbine gearbox bearings under rolling contact fatigue
Yun-Shuai SU, Shu-Rong YU, Shu-Xin LI, Yan-Ni HE
Journal Article
Multiple fault separation and detection by joint subspace learning for the health assessment of wind turbine gearboxes
Zhaohui DU, Xuefeng CHEN, Han ZHANG, Yanyang ZI, Ruqiang YAN
Journal Article
Effect of friction coefficients on the dynamic response of gear systems
Lingli JIANG, Zhenyong DENG, Fengshou GU, Andrew D. BALL, Xuejun LI
Journal Article
Weak characteristic information extraction from early fault of wind turbine generator gearbox
Xiaoli XU, Xiuli LIU
Journal Article
based structural optimization and experimental investigation of the planet carrier in wind turbine gearbox
Pengxing YI,Lijian DONG,Tielin SHI
Journal Article