[HTML][HTML] Long-term fatigue estimation on offshore wind turbines interface loads through loss function physics-guided learning of neural networks

F de N Santos, P D'Antuono, K Robbelein, N Noppe… - Renewable Energy, 2023 - Elsevier
Offshore wind turbines are exposed during their serviceable lifetime to a wide range of loads
from aero-, hydro-and structural dynamics. This complex loading scenario will have an …

An identification method of floating wind turbine tower responses using deep learning technology in the monitoring system

Z Wang, D Qiao, G Tang, B Wang, J Yan, J Ou - Ocean Engineering, 2022 - Elsevier
The acceleration at the tower top and the force on the tower root are the critical indicators for
the structural safety of floating wind turbine (FOWT) towers. However, the corresponding …

Machine learning-based RC beam-column model parameter estimation and uncertainty quantification for seismic fragility assessment

SP Rayjada, M Raghunandan, J Ghosh - Engineering Structures, 2023 - Elsevier
The simplicity and computational efficiency of lumped plasticity beam-column element
models have been widely utilized for nonlinear response estimation of reinforced concrete …

[HTML][HTML] Data-driven farm-wide fatigue estimation on jacket foundation OWTs for multiple SHM setups

F d N Santos, N Noppe, W Weijtjens… - Wind Energy Science …, 2021 - wes.copernicus.org
The sustained development over the past decades of the offshore wind industry has seen
older wind farms beginning to reach their design lifetime. This has led to a greater interest in …

Farm‐wide interface fatigue loads estimation: A data‐driven approach based on accelerometers

F de N Santos, N Noppe, W Weijtjens… - Wind Energy, 2024 - Wiley Online Library
Fatigue has become a major consideration factor in modern offshore wind farms as
optimized design codes, and a lack of lifetime reserve has made continuous fatigue life …

[HTML][HTML] Probabilistic temporal extrapolation of fatigue damage of offshore wind turbine substructures based on strain measurements

C Hübler, R Rolfes - Wind Energy Science Discussions, 2022 - wes.copernicus.org
Substructures of offshore wind turbines are becoming older and beginning to reach their
design lifetimes. Hence, lifetime extensions for offshore wind turbines are becoming not only …

Monitoring system framework design for floating wind turbine using the deep learning technology and tower response identification considering sensor optimization

Z Wang, D Qiao, G Tang, L Lu, J Ou - Ocean Engineering, 2024 - Elsevier
Comparing with the fixed wind turbines, the dynamic characteristics of floating wind turbines
(FWTs) are more complex and resulting in distinctions in the monitoring system for structural …

[HTML][HTML] Correlations between wake phenomena and fatigue loads within large wind farms: A large-eddy simulation study

M Moens, P Chatelain - Frontiers in Energy Research, 2022 - frontiersin.org
This work proposes a methodology aiming at simulating the whole wind farm behavior, from
the wake phenomena to the wind turbine fatigue loads, in a both accurate and efficient way …

Results of fatigue measurement campaign on XL monopiles and early predictive models

F d N Santos, N Noppe, W Weijtjens… - Journal of Physics …, 2022 - iopscience.iop.org
In the present contribution, data from a measurement campaign on XL monopiles (with 9.5
MW turbines and water depths of up to 36 m) is presented. This campaign is based on data …

Fleetwide Interface Fatigue Load Prediction of an Operational Offshore Wind Farm Using a Single Accelerometer and SCADA Data

FDEN SANTOS, N Noppe, W Weijtjens… - STRUCTURAL …, 2023 - dpi-proceedings.com
The operational life of offshore wind turbines is in part driven by the fatigue life of key
structural components, such as the substructure. In recent years, fatigue life management of …