Articles | Volume 11, issue 11
https://doi.org/10.5194/wes-11-4205-2026
© Author(s) 2026. This work is distributed under the Creative Commons Attribution 4.0 License.
Research article
| 
11 Nov 2026
Research article |
| 11 Nov 2026
| 11 Nov 2026
Machine learning framework for scour detection across multiple offshore wind farms
Related authors
Wind Energ. Sci., 11, 2801–2816, 2026
Cited articles
Abdelhak, M., Tott-Buswell, J., Prendergast, L. J., Ghiasi, R., and Malekjafarian, A.: Scour identification around offshore wind turbine monopile foundations using an unsupervised anomaly detection approach, Ocean Eng., 340, 122365, https://doi.org/10.1016/j.oceaneng.2025.122365, 2025.
Abdelhak, M., Prendergast, L. J., Tott-Buswell, J., Ghiasi, R., and Malekjafarian, A.: A transfer learning-based framework for scour detection around monopile-supported offshore wind turbines with limited data, Ocean Eng., 365, 127315, https://doi.org/10.1016/j.oceaneng.2026.127315, 2026a.
Abdelhak, M., Prendergast, L. J., Tott-Buswell, J., Ghiasi, R., and Malekjafarian, A.: Wind farm-level scour detection around offshore monopile foundations using unsupervised domain adaptation, Mech. Syst. Signal Pr., 251, 114186, https://doi.org/10.1016/j.ymssp.2026.114186, 2026b.
Arany, L. S., Bhattacharya, S., Macdonald, J. H. G., and Hogan, S. J.: Design of monopiles for offshore wind turbines in 10 steps, Soil Dyn. Earthq. Eng., 92, 126–152, https://doi.org/10.1016/j.soildyn.2016.09.024, 2017.
Byrne, B., Mcadam, R., Burd, H., Houlsby, G., Martin, C., Zdravkovic, L., Taborda, D. M. G., Potts, D., Jardine, R., Sideri, M., Schroeder, F., Gavin, K., Doherty, P., Igoe, D., Wood, A., Kallehave, D., and Gretlund, J.: New design methods for large diameter piles under lateral loading for offshore wind applications, Proceedings of the Third International Symposium on Frontiers in Offshore Geotechnics, ISFOG 2015, Oslo, Norway, 2015.
