Wind turbine blade icing diagnosis using hybrid features and Stacked-XGBoost algorithm
T Tao, Y Liu, Y Qiao, L Gao, J Lu, C Zhang, Y Wang - Renewable Energy, 2021 - Elsevier
Icing significantly affects the performance of wind turbines in terms of power loss and
structural degradation, and an effective blade icing diagnosis is the prerequisite to achieve …
structural degradation, and an effective blade icing diagnosis is the prerequisite to achieve …
Intelligent ice detection on wind turbine blades using semantic segmentation and class activation map approaches based on deep learning method
Studying the efficacy of intelligent systems to successfully detect ice accumulation on wind
turbines in cold climates has been gaining traction in recent years. In this study, both …
turbines in cold climates has been gaining traction in recent years. In this study, both …
An efficacious model for predicting icing-induced energy loss for wind turbines
The wind industry in cold climates has shown strong growth in recent years, but turbine icing
in these regions can cause significant energy loss leading to a reduction in reliability of wind …
in these regions can cause significant energy loss leading to a reduction in reliability of wind …
Wind turbine blade icing diagnosis using B-SMOTE-Bi-GRU and RFE combined with icing mechanism
C Tao, T Tao, S He, X Bai, Y Liu - Renewable Energy, 2024 - Elsevier
Low temperature and high humidity in winter can easily lead to blade icing, which severely
impacts the actual power output and safe operation of wind turbines. However, existing …
impacts the actual power output and safe operation of wind turbines. However, existing …
Data-driven yaw misalignment correction for utility-scale wind turbines
In recent years, wind turbine yaw misalignment that tends to degrade the turbine power
production and impact the blade fatigue loads raises more attention along with the rapid …
production and impact the blade fatigue loads raises more attention along with the rapid …
Numerical analysis of blade icing influence on the dynamic response of an integrated offshore wind turbine
When a wind turbine is working in a cold and humid environment, icing may occur which
lead to its performance reduction or even blades fracture. In this paper, a CFD-WTIA (Wind …
lead to its performance reduction or even blades fracture. In this paper, a CFD-WTIA (Wind …
Wind farm icing loss forecast pertinent to winter extremes
The 2021 Texas power crisis has highlighted the vulnerability of the power system under
wind extremes, particularly with the increasing penetration of energy resources that depend …
wind extremes, particularly with the increasing penetration of energy resources that depend …
Wind Turbine Blade Icing Prediction Using Focal Loss Function and CNN-Attention-GRU Algorithm
C Tao, T Tao, X Bai, Y Liu - Energies, 2023 - mdpi.com
Blade icing seriously affects wind turbines' aerodynamic performance and output power.
Timely and accurately predicting blade icing status is crucial to improving the economy and …
Timely and accurately predicting blade icing status is crucial to improving the economy and …
Evaluation of meteorological measurements made on the nacelle of wind turbines in cold climate
P Roberge, J Lemay, J Ruel, A Bégin-Drolet - Cold Regions Science and …, 2022 - Elsevier
Operating wind turbines in cold climate leads to several challenges not encountered in
regular climates such as frequent icing. These challenges are amplified by the difficulties …
regular climates such as frequent icing. These challenges are amplified by the difficulties …
Anisotropic Icephobic Mechanisms of Textured Surface: Barrier or Accelerator?
D Yang, Y Zheng, J Li, AT Clare… - ACS Applied Materials …, 2024 - ACS Publications
Icing has been seen as an economic and safety hazard due to its threats to aviation, power
generation, offshore platforms, etc., where passive icephobic surfaces with a surface …
generation, offshore platforms, etc., where passive icephobic surfaces with a surface …