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 …

[HTML][HTML] A state-of-the-art review on wind power converter fault diagnosis

J Liang, K Zhang, A Al-Durra, SM Muyeen, D Zhou - Energy Reports, 2022 - Elsevier
The rapid expansion of installed wind energy capacity and the continuous development of
wind turbine technology has drawn attention to operation and maintenance issues. In order …

A hybrid physics-informed neural network for main bearing fatigue prognosis under grease quality variation

YA Yucesan, FAC Viana - Mechanical Systems and Signal Processing, 2022 - Elsevier
Fatigue life of a wind turbine main bearing is drastically affected by the state of the grease
used as lubricant. Unfortunately monitoring the grease condition through predictive models …

A prognosis-centered intelligent maintenance optimization framework under uncertain failure threshold

L Yang, Y Chen, X Ma, Q Qiu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Condition-based maintenance (CBM), as a key component of asset health management, is
crucial to enhance the operational safety and availability of diverse mechatronic systems …

Digital twins for wind energy conversion systems: a literature review of potential modelling techniques focused on model fidelity and computational load

JDM De Kooning, K Stockman, J De Maeyer… - Processes, 2021 - mdpi.com
The Industry 4.0 concept of a Digital Twin will bring many advantages for wind energy
conversion systems, eg, in condition monitoring, predictive maintenance and the …

Dynamic reliability analysis of main shaft bearings in wind turbines

Z Jiang, X Huang, H Liu, Z Zheng, S Li, S Du - International Journal of …, 2022 - Elsevier
Tapered roller bearings (TRBs) are widely employed in large wind turbines as main shaft
supports. The reliability of TRBs is directly related to the operational efficiency and safety of …

A review of predictive techniques used to support decision making for maintenance operations of wind turbines

RK Pandit, D Astolfi, I Durazo Cardenas - Energies, 2023 - mdpi.com
The analysis of reliable studies helps to identify the credibility, scope, and limitations of
various techniques for condition monitoring of a wind turbine (WT) system's design and …

Discussion on the suitability of SCADA-Based Condition monitoring for wind turbine Fault diagnosis through Temperature Data Analysis

A Murgia, R Verbeke, E Tsiporkova, L Terzi, D Astolfi - Energies, 2023 - mdpi.com
Wind turbines are expected to provide on the order of 50% of the electricity worldwide in the
near future, and it is therefore fundamental to reduce the costs associated with this form of …

A new method for contact characteristic analysis of the tapered roller bearing in wind turbine main shaft

Z Jiang, X Huang, H Zhu, R Jiang, S Du - Engineering Failure Analysis, 2022 - Elsevier
Premature failures of TRB in wind turbine remain a significant contributor to high operation
and maintenance costs. The analysis of contact characteristics is the premise of the TRB …

Predictive Maintenance with Machine Learning: A Comparative Analysis of Wind Turbines and PV Power Plants

U Uhanto, E Yandri, E Hilmi, R Saiful… - Heca Journal of …, 2024 - heca-analitika.com
The transition to renewable energy requires innovations in new renewable energy sources,
such as wind turbines and photovoltaic (PV) systems. Challenges arise in ensuring efficient …