Single and Multi-Sequence Deep Learning Models for Short and Medium Term Electric Load Forecasting

Single and Multi-Sequence Deep Learning Models for Short and Medium Term Electric Load Forecasting

Time series analysis using long short term memory (LSTM) deep learning is a very attractive strategy to achieve accurate electric load forecasting. Although it outperforms most machine learning approaches, the LSTM forecasting model still reveals a lack of validity because it neglects several charac...

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Bibliographic Details
Main Authors: Salah Bouktif, Ali Fiaz, Ali Ouni, Mohamed Adel Serhani
Format: Article
Language:English
Published: MDPI AG 2019-01-01
Series:Energies
Subjects:
long short term memory networks
gated recurrent unit
short- and medium-term load forecasting
ANN
deep learning
ensembles
Online Access:http://www.mdpi.com/1996-1073/12/1/149

Internet

http://www.mdpi.com/1996-1073/12/1/149

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