A Particle-Filtering Approach for Remaining Useful Life Estimation of Wind Turbine Gearbox

作者: Xiaoliang Fan , Xiao Yang , Xinli Li , Jianming Wang

DOI: 10.2991/CMFE-15.2015.47

关键词:

摘要: Machine failure prognostic is concerned with the generation of long term predictions and estimation probability density function remaining useful life. For this we propose a framework for data-driven prediction RUL. To solve problem lacking direct condition information in predicting equipment residual life (RUL), particle-filtering model built equipment's RUL indirect information, which easy to get .This paper introduces modeling approach lifetime wind turbine gearbox based on SCADA system monitoring. Data from were used validate proposed methodology. The outcome shows that PF method has better effect prediction.Finally, verified through on-site data collection. It practical value A new way state recognition complex provided.

参考文章(9)
Liang Tang, Jonathan DeCastro, Greg Kacprzynski, Kai Goebel, George Vachtsevanos, Filtering and prediction techniques for model-based prognosis and uncertainty management prognostics and system health management conference. pp. 1- 10 ,(2010) , 10.1109/PHM.2010.5413490
J.Z. Sikorska, M. Hodkiewicz, L. Ma, Prognostic modelling options for remaining useful life estimation by industry Mechanical Systems and Signal Processing. ,vol. 25, pp. 1803- 1836 ,(2011) , 10.1016/J.YMSSP.2010.11.018
Peng Guo, David Infield, Xiyun Yang, Wind Turbine Generator Condition-Monitoring Using Temperature Trend Analysis IEEE Transactions on Sustainable Energy. ,vol. 3, pp. 124- 133 ,(2012) , 10.1109/TSTE.2011.2163430
Xiao-Sheng Si, Wenbin Wang, Chang-Hua Hu, Dong-Hua Zhou, Remaining useful life estimation – A review on the statistical data driven approaches European Journal of Operational Research. ,vol. 213, pp. 1- 14 ,(2011) , 10.1016/J.EJOR.2010.11.018
Matej Gašperin, Đani Juričić, Pavle Boškoski, Jožef Vižintin, Model-based prognostics of gear health using stochastic dynamical models Mechanical Systems and Signal Processing. ,vol. 25, pp. 537- 548 ,(2011) , 10.1016/J.YMSSP.2010.07.003
Matthew J Carr, Wenbin Wang, Modeling Failure Modes for Residual Life Prediction Using Stochastic Filtering Theory IEEE Transactions on Reliability. ,vol. 59, pp. 346- 355 ,(2010) , 10.1109/TR.2010.2044607
S. Butterfield, W. Musial, B. McNiff, Improving Wind Turbine Gearbox Reliability ,(2007)
Onder Uluyol, Kyusung Kim, Girija Parthasarathy, Wendy Foslien, Power Curve Analytic for Wind Turbine Performance Monitoring and Prognostics Annual Conference of the PHM Society. ,vol. 3, ,(2011) , 10.36001/PHMCONF.2011.V3I1.2078