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Prediction of Wind Speed by Using Machine Learning
, 2023 Due to the depletion of fossil fuel resources and environmental concerns caused by traditional fuel systems in recent years, the share of renewable energy sources in current energy production has been increasing. Among these energy sources, wind and solar energy stand out compared to other sources.
İşler, Buket +6 more
openaire +4 more sources
Wind Derivatives: Modeling and Pricing [PDF]
, 2013 Wind is considered to be a free, renewable and environmentally friendly source of energy. However, wind farms are exposed to excessive weather risk since the power production depends on the wind speed, the wind direction and the wind duration.
Zapranis, Achilleas +1 more
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Engineering Applications of Computational Fluid Mechanics, 2022 Modeling wind speed has a significant impact on wind energy systems and has attracted attention from numerous researchers. The prediction of wind speed is considered a challenging task because of its natural nonlinear and random characteristics. Therefore,
Marwah Sattar Hanoon +9 more
doaj +1 more source
Modelling and control of a variable-speed switched reluctance generator based wind turbine [PDF]
, 2007 This paper studies the system modelling and control aspects of switched reluctance generator (SRG) based variable speed wind turbines. A control system is implemented to provide proper operation of the SRG as well as power tracking capabilities for ...
McSwiggan, D., Xu, L., Littler, T.
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Wind forecasting using Principal Component Analysis [PDF]
, 2014 We present a new statistical wind forecasting tool based on Principal Component Analysis (PCA), which is trained on past data to predict the wind speed using an ensemble of dynamically similar past events.
Fruh, Wolf-Gerrit; id_orcid +3 more
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Wind Speed Prediction with Wavelet Time Series Based on Lorenz Disturbance
Advances in Electrical and Computer Engineering, 2017 Due to the sustainable and pollution-free characteristics, wind energy has been one of the fastest growing renewable energy sources. However, the intermittent and random fluctuation of wind speed presents many challenges for reliable wind power ...
ZHANG, Y., WANG, P., CHENG, P., LEI, S.
doaj +1 more source
Complexity, 2020 Wind energy analysis and wind speed modeling have a significant impact on wind power generation systems and have attracted significant attention from many researchers in recent decades.
Ying Nie +3 more
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Generic maximum power point tracking controller for small-scale wind turbines [PDF]
, 2012 The output power of a wind energy conversion system (WECS) is maximized if the wind rotor is driven at an optimal rotational speed for a particular wind speed. To achieve this, a Maximum Power Point Tracking (MPPT) controller is usually used.
Jovanovic, Milutin +4 more
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A Novel Twin Support Vector Regression Model for Wind Speed Time-Series Interval Prediction
Energies, 2023 Although the machine-learning model demonstrates high accuracy in wind speed prediction, it struggles to accurately depict the fluctuation range of the predicted values due to the inherent uncertainty in wind speed sequences.
Xinyue Fu +3 more
doaj +1 more source
Wind-speed forecasting model based on DBN-Elman combined with improved PSO-HHT
Global Energy Interconnection, 2023 Random and fluctuating wind speeds make it difficult to stabilize the wind-power output, which complicates the execution of wind-farm control systems and increases the response frequency.
Wei Liu +6 more
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