Condition monitoring techniques for machine bearings in non-stationary operation

作者: Francesco Castellani , Davide Astolfi , Francesco Natili , Nicola Senin , Luca Landi

DOI: 10.1016/J.PROSTR.2020.02.044

关键词:

摘要: Abstract Condition monitoring of machines in non-stationary operations can be considered as one the major challenges for research field rotating machinery diagnostics. The applications are ubiquitous: transport systems, energy vehicles, production plants. On these grounds, present work is devoted to measurement techniques and signal processing methods condition bearings undergoing operation conditions. Several types experimental set ups included study advantages drawbacks each discussed. For example, on side an ad-hoc test rig precision measurements developed utilized; other side, real scale campaigns at operating conversion systems (wind turbines) performed. A special focus important because often this kind devices fault detection becomes much more challenging due interplay with electromechanical couplings. To face drawback, most advanced post-processing need used. application constitute part diagnosis, especially its interpretation, respect controlled laboratory collected analysed through appropriate employed signals. In time domain, statistical features signals addressed novelty indexes principal component analysis. results support that Mahalanobis distance effective index order monitor level severity actual machine condition.

参考文章(21)
C.J. STANDER, P.S. HEYNS, W. SCHOOMBIE, USING VIBRATION MONITORING FOR LOCAL FAULT DETECTION ON GEARS OPERATING UNDER FLUCTUATING LOAD CONDITIONS Mechanical Systems and Signal Processing. ,vol. 16, pp. 1005- 1024 ,(2002) , 10.1006/MSSP.2002.1479
C.J. Stander, P.S. Heyns, Instantaneous angular speed monitoring of gearboxes under non-cyclic stationary load conditions Mechanical Systems and Signal Processing. ,vol. 19, pp. 817- 835 ,(2005) , 10.1016/J.YMSSP.2004.10.006
Yaguo Lei, Jing Lin, Ming J. Zuo, Zhengjia He, Condition monitoring and fault diagnosis of planetary gearboxes: A review Measurement. ,vol. 48, pp. 292- 305 ,(2014) , 10.1016/J.MEASUREMENT.2013.11.012
Jérôme Antoni, Cyclic spectral analysis in practice Mechanical Systems and Signal Processing. ,vol. 21, pp. 597- 630 ,(2007) , 10.1016/J.YMSSP.2006.08.007
W. Bartelmus, R. Zimroz, A new feature for monitoring the condition of gearboxes in non-stationary operating conditions Mechanical Systems and Signal Processing. ,vol. 23, pp. 1528- 1534 ,(2009) , 10.1016/J.YMSSP.2009.01.014
Lorenzo Scappatici, Nicola Bartolini, Francesco Castellani, Davide Astolfi, Alberto Garinei, Marcello Pennicchi, Optimizing the design of horizontal-axis small wind turbines: From the laboratory to market Journal of Wind Engineering and Industrial Aerodynamics. ,vol. 154, pp. 58- 68 ,(2016) , 10.1016/J.JWEIA.2016.04.006
Hongwei Cai, Qiao Sun, David Wood, Condition monitoring and fault diagnosis of a small permanent magnet generator Wind Engineering. ,vol. 40, pp. 270- 282 ,(2016) , 10.1177/0309524X16647842
Ehsan Mollasalehi, David Wood, Qiao Sun, Indicative Fault Diagnosis of Wind Turbine Generator Bearings Using Tower Sound and Vibration Energies. ,vol. 10, pp. 1853- ,(2017) , 10.3390/EN10111853
Long Zhang, Zi-Qiang Lang, Wavelet Energy Transmissibility Function and Its Application to Wind Turbine Bearing Condition Monitoring IEEE Transactions on Sustainable Energy. ,vol. 9, pp. 1833- 1843 ,(2018) , 10.1109/TSTE.2018.2816738