DocumentCode :
586755
Title :
Early fault prediction of wind turbine gearbox based on temperature measurement
Author :
Hong-Shan Zhao ; Xiao-tian Zhang
Author_Institution :
North China Electr. Power Univ., Baoding, China
fYear :
2012
fDate :
Oct. 30 2012-Nov. 2 2012
Firstpage :
1
Lastpage :
5
Abstract :
Gearbox fault is widely received as the leading issue of wind turbine, and early fault prediction of gearbox is very meaningful for ensuring reliable running and reducing maintenance costs. For this reason, the relation between the gearbox temperature and the gearbox faults was researched and a new method for early fault prediction of wind turbine gearbox was presented. By this prediction method, running condition of gearbox could be monitored by comparing the real time value of a detecting function which can indicate the deviation between the actual running condition of gearbox and the predicted condition of gearbox with the chosen threshold. And this can be shown in the warning curve clearly. This prediction method avoids identifying the nominal model, relaxes the requirements to model precision and improves its robustness through the modified vector-valued function. Theoretical analysis and simulation results verify the effectiveness and the robustness of the proposed method.
Keywords :
gears; power generation faults; power generation reliability; prediction theory; temperature measurement; wind turbines; function detection; gearbox early fault prediction; maintenance cost reduction; modified vector-valued function; predicted gearbox condition; prediction method; real time value; temperature measurement-based wind turbine gearbox; warning curve; Automatic voltage control; Blogs; Support vector machines; Turbines; early fault; gearbox; online fault prediction; regression analysis; temperature; warning curve; wind turbine;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power System Technology (POWERCON), 2012 IEEE International Conference on
Conference_Location :
Auckland
Print_ISBN :
978-1-4673-2868-5
Type :
conf
DOI :
10.1109/PowerCon.2012.6401276
Filename :
6401276
Link To Document :
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