Damage detection techniques for wind turbine blades: A review

Y Du, S Zhou, X **g, Y Peng, H Wu, N Kwok - Mechanical Systems and …, 2020‏ - Elsevier
Blades play a vital role in wind turbine system performances. However, they are susceptible
to damage arising from complex and irregular loading or even cause catastrophic collapse …

An overview on fault diagnosis, prognosis and resilient control for wind turbine systems

Z Gao, X Liu - Processes, 2021‏ - mdpi.com
Wind energy is contributing to more and more portions in the world energy market. However,
one deterrent to even greater investment in wind energy is the considerable failure rate of …

A bidirectional LSTM prognostics method under multiple operational conditions

CG Huang, HZ Huang, YF Li - IEEE Transactions on Industrial …, 2019‏ - ieeexplore.ieee.org
Modern engineered systems generally work under complex operational conditions.
However, most of the existing artificial intelligence (AI)-based prognostic methods still lack …

A review on prognostic techniques for non-stationary and non-linear rotating systems

MS Kan, ACC Tan, J Mathew - Mechanical Systems and Signal Processing, 2015‏ - Elsevier
The field of prognostics has attracted significant interest from the research community in
recent times. Prognostics enables the prediction of failures in machines resulting in benefits …

A review of research on wind turbine bearings' failure analysis and fault diagnosis

H Peng, H Zhang, Y Fan, L Shangguan, Y Yang - Lubricants, 2022‏ - mdpi.com
Bearings are crucial components that decide whether or not a wind turbine can work
smoothly and that have a significant impact on the transmission efficiency and stability of the …

Generator bearing fault diagnosis for wind turbine via empirical wavelet transform using measured vibration signals

J Chen, J Pan, Z Li, Y Zi, X Chen - Renewable Energy, 2016‏ - Elsevier
The implementation of condition monitoring and fault diagnosis system (CMFDS) on wind
turbine is significant to lower the unscheduled breakdown. Generator is one of the most …

Wind turbine condition monitoring: technical and commercial challenges

W Yang, PJ Tavner, CJ Crabtree, Y Feng, Y Qiu - Wind energy, 2014‏ - Wiley Online Library
Deployment of larger scale wind turbine systems, particularly offshore, requires more
organized operation and maintenance strategies to ensure systems are safe, profitable and …

Wind turbine high-speed shaft bearings health prognosis through a spectral Kurtosis-derived indices and SVR

L Saidi, JB Ali, E Bechhoefer, M Benbouzid - Applied Acoustics, 2017‏ - Elsevier
A significant number of failures of wind turbine drivetrains occur in the high-speed shaft
bearings. In this paper, a vibration-based prognostic and health monitoring methodology for …

[HTML][HTML] A comprehensive analysis of wind turbine blade damage

DA Katsaprakakis, N Papadakis, I Ntintakis - Energies, 2021‏ - mdpi.com
The scope of this article is to review the potential causes that can lead to wind turbine blade
failures, assess their significance to a turbine's performance and secure operation and …

Condition monitoring and fault detection in wind turbines based on cointegration analysis of SCADA data

PB Dao, WJ Staszewski, T Barszcz, T Uhl - Renewable Energy, 2018‏ - Elsevier
This paper presents a new methodology–based on cointegration analysis of Supervisory
Control And Data Acquisition (SCADA) data–for condition monitoring and fault diagnosis of …