Designing Convolutional Neural Networks to Make Successful Predictions of Windfarm Geotechnical Parameters Using Field Geophysical Data

References

1. Carpentier, S., Peuchen, J., Paap, B., Boullenger, B., Meijninger, B., Vandeweijer, V., Kesteren, W. Van and Erp, F. Van [2021] Generating synthetic CPTs from marine seismic reflection data using a neural network approach.Second EAGE Workshop on Machine Learning, Extended Abstracts, 1–3.
   [Google Scholar]
2. Eady, H., Bloore, C. and Gerritsma, D. (2023). IJmuiden Ver Windfarm Zone: Increasing the resolution of the southern North Sea stratigraphy using iterative ground modelling techniques. In Society for Underwater Technology Offshore Site Investigation and Geotechnics Committee (ed.) Offshore Site Investigation and Geotechnics: Innovative Geotechnologies for Energy Transition: Proceedings of the 9th International Conference12–14 September 2023, Royal Geographical Society, London, UK (accepted for publication).
   [Google Scholar]
3. ISO [2014]. Petroleum and natural gas industries - Specific requirements for offshore structures - Part 8: Marine soil investigations, ISO 19901-8-2014
   [Google Scholar]
4. ISO [2021]. Petroleum and natural gas industries - Specific requirements for offshore structures - Part 10: Marine geophysical investigations, ISO 19901-10-2021.
   [Google Scholar]
5. Peuchen, J., Kesteren, W. van, Vandeweijer, V., Carpentier, S. and Erp, F. van [2022] Upscaling 1 500 000 synthetic CPTs to voxel CPT models of offshore sites, Book: Cone Penetration Testing 2022, ISBN 9781003308829
   [Google Scholar]
6. Peuchen, J., Murali, M., Modenesi, C. & Lebbink, P. (2023). Soil spatial variability at monopile scale. In Society for Underwater Technology Offshore Site Investigation and Geotechnics Committee (ed.)Offshore Site Investigation and Geotechnics: Innovative Geotechnologies for Energy Transition: Proceedings of the 9th International Conference12–14 September 2023, Royal Geographical Society, London, UK (accepted for publication).
   [Google Scholar]