Articles | Volume 10, issue 11
https://doi.org/10.5194/wes-10-2475-2025
https://doi.org/10.5194/wes-10-2475-2025
Research article
 | 
04 Nov 2025
Research article |  | 04 Nov 2025

Investigating lab-scaled offshore wind aerodynamic testing failure and developing solutions for early anomaly detections

Yuksel R. Alkarem, Ian Ammerman, Kimberly Huguenard, Richard W. Kimball, Babak Hejrati, Amrit Verma, Amir R. Nejad, Reza Hashemi, and Stephan Grilli

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Cited articles

Alkarem, Y. R.: Dataset and Script Codes Regarding the Publication: Investigating Lab-scaled Offshore Wind Aerodynamic Testing Failure and Developing Solutions for Early Anomaly Detections, Zenodo [data set], https://doi.org/10.5281/zenodo.16615048, 2025. 
Alkarem, Y. R., Huguenard, K., Kimball, R. W., Hejrati, B., Goupee, A., Albertson, S., and Dahl, J.: Digital twin model development for mitigating floating offshore wind turbine motions due to wave actions, in: ISOPE International Ocean and Polar Engineering Conference, ISOPE-I, ISBN 978-1-880653-80-7, ISSN 1098-6189, 2023. a
Alkarem, Y. R., Huguenard, K., Kimball, R. W., Hejrati, B., Ammerman, I., Nejad, A. R., and Grilli, S.: On Building Predictive Digital Twin Incorporating Wave Predicting Capabilities: Case Study on UMaine Experimental Campaign-FOCAL, J. Phys. Conf. Ser., 2745, 012001, https://doi.org/10.1088/1742-6596/2745/1/012001, 2024. a
Ammerman, I., Alkarem, Y., Kimball, R., Huguenard, K., and Hejrati, B.: Experimental validation of a Kalman observer using linearized OpenFAST and a fully instrumented 1 : 70 model, Wind Energy, https://doi.org/10.1002/we.2915, 2024. a
Cao, Q., Chen, Y., Zhang, K., Zhang, X., Cheng, Z., and Wen, B.: Design approach of thrust-matched rotor for basin model tests of floating straight-bladed vertical axis wind turbines, Journal of Renewable and Sustainable Energy, 15, 063308, https://doi.org/10.1063/5.0176064, 2023. a
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Short summary
Laboratory testing campaigns for the wind energy industry play an essential role in testing innovative control strategies and digital twin applications. But incidents during testing can be detrimental and might cause project delays and damage to expensive equipment. We propose an anomaly detection scheme for laboratory experiments that are developed and tested to enhance reaction time and prediction quality, reducing the likelihood of damage to equipment due to human error or software malfunction.
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