A new fault diagnosis approach for the pitch system of wind turbines

被引:10
作者
Wu, Dinghui [1 ]
Liu, Wen [1 ]
机构
[1] Jiangnan Univ, Key Lab Adv Proc Control Light Ind, Minist Educ, Wuxi 214122, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Wind turbine; pitch system; fault diagnosis; linear parameter varying; interval prediction; TOLERANT CONTROL; IDENTIFICATION;
D O I
10.1177/1687814017703350
中图分类号
O414.1 [热力学];
学科分类号
摘要
To diagnose the fault in the pitch actuator of wind turbines which causes the change in pitch angles, a fault diagnosis method is proposed in this study. The method combines the interval prediction algorithm with the recursive subspace identification based on the variable forgetting factor algorithm. First, the recursive subspace identification based on the variable forgetting factor algorithm is used to estimate the linear parameter-varying model of the wind turbine, which solves the model uncertainty. Second, considering the boundary problem described by model uncertainties, the interval prediction algorithm is introduced based on the basis of the identification results. Moreover, whether the fault occurs or not is determined by judging whether the pitch angle is in the range of the upper and lower bounds. Thus, the robustness of fault detection is improved. Finally, the proposed approach is validated by simulation experiments.
引用
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页数:9
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