ANN application for the next day peak electricity load prediction

One step ahead prediction of peak electricity loads based on artificial neural networks (ANN) is presented. Two architectures of ANNs were implemented to produce predictions that were used to generate the final value as an average. The time instants when daily peak loads occur are produced simultane...

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Bibliographic Details
Main Authors: Milojkovic, J., Litovski, I., Litovski, V.
Format: Conference Proceeding
Language:English
Subjects:
Artificial neural networks
Electricity
Forecasting
Load forecasting
Load management
Load modeling
Meteorology
Neurons
Prediction methods
Recurrent neural networks
Time series analysis
Online Access:Request full text
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Description
Summary:One step ahead prediction of peak electricity loads based on artificial neural networks (ANN) is presented. Two architectures of ANNs were implemented to produce predictions that were used to generate the final value as an average. The time instants when daily peak loads occur are produced simultaneously. Examples will be given confirming both the feasibility of the method and the need for further elaboration of the procedure.
DOI:10.1109/NEUREL.2012.6420024