A Novel Hybrid Model Based on Extreme Learning Machine, k-Nearest Neighbor Regression and Wavelet Denoising Applied to Short-Term Electric Load Forecasting

A Novel Hybrid Model Based on Extreme Learning Machine, k-Nearest Neighbor Regression and Wavelet Denoising Applied to Short-Term Electric Load Forecasting

Electric load forecasting plays an important role in electricity markets and power systems. Because electric load time series are complicated and nonlinear, it is very difficult to achieve a satisfactory forecasting accuracy. In this paper, a hybrid model, Wavelet Denoising-Extreme Learning Machine...

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Bibliographic Details
Main Authors: Weide Li, Demeng Kong, Jinran Wu
Format: Article
Language:English
Published: MDPI AG 2017-05-01
Series:Energies
Subjects:
electric load
predict
ELM
KNN regression
wavelet denoising
Online Access:http://www.mdpi.com/1996-1073/10/5/694

Internet

http://www.mdpi.com/1996-1073/10/5/694

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