[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 …

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] Machine Learning-Based Prediction of 2 MW Wind Turbine Tower Loads During Power Production Based on Nacelle Behavior

S Kiyoki, S Yoshida, MA Rushdi - Energies, 2025 - mdpi.com
The cost of a wind turbine support structure is high and this support structure is difficult to
repair, especially for offshore wind turbines. As such, the loads and stresses that occur …

[HTML][HTML] Estimation of Hub Center Loads for Individual Pitch Control for Wind Turbines Based on Tower Loads and Machine Learning

S Kiyoki, S Yoshida, MA Rushdi - Electronics, 2024 - mdpi.com
In wind turbines, to investigate the cause of failures and evaluate the remaining lifetime, it
may be necessary to measure their loads. However, it is often difficult to do so with only …

[PDF][PDF] Data-driven methodologies for farm-wide fatigue load estimation on offshore wind turbines

F De Nolasco Santos - 2023 - researchportal.vub.be
With older wind farms quickly reaching their end of lifetime and newer farms taking fatigue
into their design consideration, an accurate strategy for fatigue life monitoring which …