Enhancing Short-Term Wind Power Forecasting through Multiresolution Analysis and Echo State Networks

Enhancing Short-Term Wind Power Forecasting through Multiresolution Analysis and Echo State Networks

This article suggests the application of multiresolution analysis by Wavelet Transform—WT and Echo State Networks—ESN for the development of tools capable of providing wind speed and power generation forecasting. The models were developed to forecast the hourly mean wind speeds, which are applied to...

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Bibliographic Details
Main Authors: Hugo Tavares Vieira Gouveia, Ronaldo Ribeiro Barbosa de Aquino, Aida Araújo Ferreira
Format: Article
Language:English
Published: MDPI AG 2018-04-01
Series:Energies
Subjects:
Echo State Network
neural networks
reservoir computing
wavelet transform
wind forecasting
Online Access:http://www.mdpi.com/1996-1073/11/4/824

Internet

http://www.mdpi.com/1996-1073/11/4/824

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