A survey of artificial neural network in wind energy systems

AP Marugán, FPG Márquez, JMP Perez… - Applied energy, 2018 - Elsevier
Wind energy has become one of the most important forms of renewable energy. Wind
energy conversion systems are more sophisticated and new approaches are required based …

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 …

Reliability analysis of a floating offshore wind turbine using Bayesian Networks

H Li, CG Soares, HZ Huang - Ocean Engineering, 2020 - Elsevier
A Bayesian Network is adopted to model and analyze the reliability of a floating offshore
wind turbine. Reliability characteristics such as failure probability, failure rate, and mean …

Wind turbine fault diagnosis based on transfer learning and convolutional autoencoder with small-scale data

Y Li, W Jiang, G Zhang, L Shu - Renewable Energy, 2021 - Elsevier
Condition monitoring and fault diagnosis for wind turbines can effectively reduce the impact
of failures. However, many wind turbines cannot establish fault diagnosis models due to …

Photovoltaic plant condition monitoring using thermal images analysis by convolutional neural network-based structure

ÁH Herraiz, AP Marugán, FPG Márquez - Renewable Energy, 2020 - Elsevier
The size and the complexity of photovoltaic solar power plants are increasing, and it
requires an advanced and robust condition monitoring systems for ensuring their reliability …

Wind turbine fault detection based on deep residual networks

J Liu, X Wang, S Wu, L Wan, F **e - Expert Systems with Applications, 2023 - Elsevier
Condition monitoring and fault detection for wind turbines (WTs) can effectively lower the
effect of failures. A large amount of data would be generated during the operation of WTs …

Fault Tree Analysis of floating offshore wind turbines

J Kang, L Sun, CG Soares - Renewable energy, 2019 - Elsevier
With the development of offshore wind power, the reliability analysis of offshore wind
turbines is increasingly significant due to the system complexity and negative impacts in …

Prognostic techniques applied to maintenance of wind turbines: a concise and specific review

GNP Leite, AM Araújo, PAC Rosas - Renewable and Sustainable Energy …, 2018 - Elsevier
Wind turbine installation is growing consistently and fast. Wind turbines are getting bigger in
size and power, what incurs that a simple unit breakdown causes large energy losses. They …

Linear and nonlinear features and machine learning for wind turbine blade ice detection and diagnosis

AA Jiménez, FPG Márquez, VB Moraleda… - Renewable energy, 2019 - Elsevier
The mass of ice on wind turbines blades is one of the main problems that energy companies
have in cold climates. This paper presents a novel approach to detect and classify ice …

Reliability prediction of an offshore wind turbine gearbox

U Bhardwaj, AP Teixeira, CG Soares - Renewable Energy, 2019 - Elsevier
This paper estimates the failure rate of an offshore wind turbine gearbox based on the data
available for similar, known onshore wind turbine systems. The gearbox is one critical …