SCADA data for wind turbine data-driven condition/performance monitoring: A review on state-of-art, challenges and future trends

R Pandit, D Astolfi, J Hong, D Infield… - Wind …, 2023 - journals.sagepub.com
This paper reviews the recent advancement made in data-driven technologies based on
SCADA data for improving wind turbines' operation and maintenance activities (eg condition …

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 …

A self-data-driven method for remaining useful life prediction of wind turbines considering continuously varying speeds

N Li, P Xu, Y Lei, X Cai, D Kong - Mechanical Systems and Signal …, 2022 - Elsevier
Predictive maintenance is one of the most promising ways to reduce the operation and
maintenance (O&M) costs of wind turbines (WTs). Remaining useful life (RUL) prediction is …

A review of predictive and prescriptive offshore wind farm operation and maintenance

H Fox, AC Pillai, D Friedrich, M Collu, T Dawood… - Energies, 2022 - mdpi.com
Offshore wind farms are a rapidly develo** source of clean, low-carbon energy and as
they continue to grow in scale and capacity, so does the requirement for their efficient and …

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 …

[HTML][HTML] Life extension of wind turbine drivetrains by means of SCADA data: case study of generator bearings in an onshore wind farm

K Tartt, AM Kazemi-Amiri, AR Nejad, J Carroll… - Results in …, 2024 - Elsevier
Accurate predictions for remaining useful life (RUL) of wind turbine drivetrains are crucial in
reducing downtime, optimising maintenance strategies, extending operational life and …

Comprehensive Analysis and Evaluation of the Operation and Maintenance of Offshore Wind Power Systems: A Survey

C Yang, J Jia, K He, L Xue, C Jiang, S Liu, B Zhao… - Energies, 2023 - mdpi.com
Offshore Wind Power Systems (OWPS) offer great energy and environmental advantages,
but also pose significant Operation and Maintenance (O&M) challenges. In this survey, we …

Improved Weighted k-Nearest Neighbor Based on PSO for Wind Power System State Recognition

CY Lee, KY Huang, YX Shen, YC Lee - Energies, 2020 - mdpi.com
In this paper, we propose using particle swarm optimization (PSO) which can improve
weighted k-nearest neighbors (PWKNN) to diagnose the failure of a wind power system …

A survey of machine learning applications in renewable energy sources

PSV Kishore, J Rajesh, N Jayaram… - IETE Journal of …, 2024 - Taylor & Francis
Renewable energy is now in high demand due to the deterioration of the global climate and
the depletion of conventional sources. Renewable energy sources (RES) such as wind and …

A mobilenet neural network model for fault diagnosis in roller bearings

E Landi, F Spinelli, M Intravaia… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
This work is focused on the realization of a low-complexity MobileNet neural network able to
classify different bearing failure vibration signals. The network was designed to be deployed …