Projects per year
This paper deals with the application of support vector regression to estimate the rotor speed based power curve of a wind turbine and its usefulness in identifying potential faults. It is compared with a conventional approach based on a binned rotor speed power curve to identify operational anomalies. The comparative studies summaries the advantages and disadvantages of these techniques. SCADA data obtained from a healthy operational wind turbine is used to train and validate these methods.
|Title of host publication||2018 53rd International Universities Power Engineering Conference (UPEC)|
|Place of Publication||Piscataway, NJ|
|Number of pages||6|
|Publication status||Published - 13 Dec 2018|
|Event||The 53rd International Universities Power Engineering Conference - Glasgow Caledonian University, Glasgow , United Kingdom|
Duration: 4 Sep 2018 → 7 Sep 2018
Conference number: 53
|Conference||The 53rd International Universities Power Engineering Conference|
|Period||4/09/18 → 7/09/18|
- wind turbine
- condition monitoring
- SCADA analysis
- predictive maintenance
- SVM technique
- rotor speed
Comparative analysis of Gaussian Process power curve models based on different stationary covariance functions for the purpose of improving model accuracyPandit, R. K. & Infield, D., 30 Sep 2019, In: Renewable Energy. 140, p. 190-202 13 p.
Research output: Contribution to journal › Article › peer-reviewOpen AccessFile10 Citations (Scopus)7 Downloads (Pure)
Infield, D. & Kolios, A., 8 Jul 2019, In: IET Renewable Power Generation. 13, 9, p. 1503-1510 8 p.
Research output: Contribution to journal › Article › peer-reviewOpen AccessFile13 Citations (Scopus)44 Downloads (Pure)
Comparative analysis of binning and Gaussian Process based blade pitch angle curve of a wind turbine for the purpose of condition monitoringPandit, R. K. & Infield, D., 10 Oct 2018, In: Journal of Physics: Conference Series. 1102, 1, 10 p., 012037 .
Research output: Contribution to journal › Article › peer-reviewOpen AccessFile5 Citations (Scopus)16 Downloads (Pure)