Karhunen Loeve Basis Used for Detection of Gearbox Faults in a Wind Turbine

Peter Fogh Odgaard, Jakob Stoustrup

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

5 Citationer (Scopus)

Resumé

Reliability and sustainability of wind turbines increase in importance as wind turbines contribute with increasing power generation to the world's power grids. One possible way to achieve this is by using advanced fault detection and isolation methods in wind turbines based on the measurements provided to the control system. In this paper a Karhunen-Loeve basis approach is designed for detecting changes in frequency response from rotating parts like a gearbox. The potential of this method is shown by applying it to an established Wind Turbine FDI and FTC Benchmark model. These faults are industrial wind turbines detected using auxiliary condition monitoring systems, which uses their own sensors etc. Usage of the existing control system including sensors will thereby provide a potential cost reduction of the wind turbine.
OriginalsprogEngelsk
TitelProceedings of the 19th IFAC World Congress, 2014
Vol/bind19
ForlagIFAC Publisher
Publikationsdatoaug. 2014
Udgave1
Sider8891-8896
ISBN (Trykt)978-3-902823-62-5
DOI
StatusUdgivet - aug. 2014
Begivenhed19th World Congress of the International Federation of Automatic Control, IFAC 2014 - Cape Town, Sydafrika
Varighed: 24 aug. 201429 aug. 2014

Konference

Konference19th World Congress of the International Federation of Automatic Control, IFAC 2014
LandSydafrika
ByCape Town
Periode24/08/201429/08/2014
NavnI F A C Workshop Series
ISSN1474-6670

Citer dette

Odgaard, P. F., & Stoustrup, J. (2014). Karhunen Loeve Basis Used for Detection of Gearbox Faults in a Wind Turbine. I Proceedings of the 19th IFAC World Congress, 2014 (1 udg., Bind 19, s. 8891-8896). IFAC Publisher. I F A C Workshop Series https://doi.org/10.3182/20140824-6-ZA-1003.01172
Odgaard, Peter Fogh ; Stoustrup, Jakob. / Karhunen Loeve Basis Used for Detection of Gearbox Faults in a Wind Turbine. Proceedings of the 19th IFAC World Congress, 2014. Bind 19 1. udg. IFAC Publisher, 2014. s. 8891-8896 (I F A C Workshop Series).
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abstract = "Reliability and sustainability of wind turbines increase in importance as wind turbines contribute with increasing power generation to the world's power grids. One possible way to achieve this is by using advanced fault detection and isolation methods in wind turbines based on the measurements provided to the control system. In this paper a Karhunen-Loeve basis approach is designed for detecting changes in frequency response from rotating parts like a gearbox. The potential of this method is shown by applying it to an established Wind Turbine FDI and FTC Benchmark model. These faults are industrial wind turbines detected using auxiliary condition monitoring systems, which uses their own sensors etc. Usage of the existing control system including sensors will thereby provide a potential cost reduction of the wind turbine.",
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Odgaard, PF & Stoustrup, J 2014, Karhunen Loeve Basis Used for Detection of Gearbox Faults in a Wind Turbine. i Proceedings of the 19th IFAC World Congress, 2014. 1 udg, bind 19, IFAC Publisher, I F A C Workshop Series, s. 8891-8896, Cape Town, Sydafrika, 24/08/2014. https://doi.org/10.3182/20140824-6-ZA-1003.01172

Karhunen Loeve Basis Used for Detection of Gearbox Faults in a Wind Turbine. / Odgaard, Peter Fogh; Stoustrup, Jakob.

Proceedings of the 19th IFAC World Congress, 2014. Bind 19 1. udg. IFAC Publisher, 2014. s. 8891-8896 (I F A C Workshop Series).

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

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Odgaard PF, Stoustrup J. Karhunen Loeve Basis Used for Detection of Gearbox Faults in a Wind Turbine. I Proceedings of the 19th IFAC World Congress, 2014. 1 udg. Bind 19. IFAC Publisher. 2014. s. 8891-8896. (I F A C Workshop Series). https://doi.org/10.3182/20140824-6-ZA-1003.01172