J Shanghai Jiaotong Univ Sci ›› 2016, Vol. 21 ›› Issue (4): 462-466.doi: 10.1007/s12204-016-1747-7

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Modeling the effect of environmental conditions on reliability of wind turbines

Jiang R.; Huang R.; Huang C.   

  1. Faculty of Automotive and Mechanical Engineering, Changsha University of Science and Technology, Changsha, 410114, China; Xinjiang Gold-Wind Science & Technology Co., Ltd., Beijing, 100176, China
  • Published:2025-06-27

Abstract: The climate condition of a wind farm has a significant influence on the reliability of wind turbines. The climate condition varies with season in a year and hence the reliability changes in a complex way. The purpose of this paper is to model the effect of climate condition on field reliability of wind turbines. The reliability is measured by monthly-averaged mean time between failures (MTBF), and the climate conditions are described by variables of monthly-averaged temperature, relative humidity, rainfall and wind speed. Referring to the physicsof- failure models in accelerated life testing (ALT), we develop a quantitative relation between the MTBF and the climate variables. For a set of field data, the model parameters are estimated by regression, and the insignificant variables are gradually deleted based on the P-value of the regression coefficients. The resulting model is useful for maintenance workload forecasting and preventive maintenance planning, and has a potential to be used in online failure prediction. © 2016, Shanghai Jiaotong University and Springer-Verlag Berlin Heidelberg.

Key words: climate condition; maintenance management; regression; reliability; wind turbine