An Ensemble Approach to Short-Term Wind Speed Predictions Using Stochastic Methods, Wavelets and Gradient Boosting Decision Trees

An Ensemble Approach to Short-Term Wind Speed Predictions Using Stochastic Methods, Wavelets and Gradient Boosting Decision Trees

Considering that wind power is proportional to the cube of the wind speed variable, which is highly random, complex power grid management tasks have arisen as a result. Wind speed prediction in the short term is crucial for load dispatch planning and load increment/decrement decisions. The chaotic i...

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Bibliographic Details
Main Authors: Khathutshelo Steven Sivhugwana, Edmore Ranganai
Format: Article
Language:English
Published: MDPI AG 2024-02-01
Series:Wind
Subjects:
wavelet transform
short term
wind speed
XGBoost
support vector regression
ARIMA
Online Access:https://www.mdpi.com/2674-032X/4/1/3

Internet

https://www.mdpi.com/2674-032X/4/1/3

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