[HTML][HTML] Machine learning methods for wind turbine condition monitoring: A review

A Stetco, F Dinmohammadi, X Zhao, V Robu, D Flynn… - Renewable energy, 2019 - Elsevier
This paper reviews the recent literature on machine learning (ML) models that have been
used for condition monitoring in wind turbines (eg blade fault detection or generator …

Fiber optic shape sensors: A comprehensive review

I Floris, JM Adam, PA Calderón, S Sales - Optics and Lasers in …, 2021 - Elsevier
Abstract Fiber Optic Shape Sensing is an innovative Optical Fiber Sensing Technology that
uses a fiber optic cable to continuously track the 3D shape and position of a dynamic object …

A comprehensive review on signal-based and model-based condition monitoring of wind turbines: Fault diagnosis and lifetime prognosis

H Badihi, Y Zhang, B Jiang, P Pillay… - Proceedings of the …, 2022 - ieeexplore.ieee.org
Wind turbines play an increasingly important role in renewable power generation. To ensure
the efficient production and financial viability of wind power, it is crucial to maintain wind …

Fault diagnosis of wind turbines based on a support vector machine optimized by the sparrow search algorithm

W Tuerxun, X Chang, G Hongyu, J Zhijie… - Ieee …, 2021 - ieeexplore.ieee.org
Fault diagnosis technology is key to the safe and stable operation of wind turbines. An
effective fault diagnosis technology for wind turbines can quickly identify fault types to …

Recent advances in damage detection of wind turbine blades: A state-of-the-art review

P Kaewniam, M Cao, NF Alkayem, D Li… - … and Sustainable Energy …, 2022 - Elsevier
Wind turbine structures are key components for modern transformation into free energy and
greener environment. In recent years, a rapid growth in the development and installation of …

[HTML][HTML] Lifetime extension of onshore wind turbines: A review covering Germany, Spain, Denmark, and the UK

L Ziegler, E Gonzalez, T Rubert, U Smolka… - … and Sustainable Energy …, 2018 - Elsevier
A significant number of wind turbines will reach the end of their planned service life in the
near future. A decision on lifetime extension is complex and experiences to date are limited …

Wind turbine surface damage detection by deep learning aided drone inspection analysis

ASM Shihavuddin, X Chen, V Fedorov… - Energies, 2019 - mdpi.com
Timely detection of surface damages on wind turbine blades is imperative for minimizing
downtime and avoiding possible catastrophic structural failures. With recent advances in …

Operation and maintenance optimization of offshore wind farms based on digital twin: A review

J Xia, G Zou - Ocean Engineering, 2023 - Elsevier
As one of the most promising clean energy sources, offshore wind farms (OWFs) have
developed rapidly in countries around the world. However, due to complex weather and …

Wind turbine reliability: A comprehensive review towards effective condition monitoring development

E Artigao, S Martín-Martínez, A Honrubia-Escribano… - Applied energy, 2018 - Elsevier
The current work presents a review of wind turbine reliability studies. Thirteen reliability
studies were identified in the scientific literature, highlighting the lack of public reliability …

Current status and future trends in the operation and maintenance of offshore wind turbines: A review

G Rinaldi, PR Thies, L Johanning - Energies, 2021 - mdpi.com
Operation and maintenance constitute a substantial share of the lifecycle expenditures of an
offshore renewable energy farm. A noteworthy number of methods and techniques have …