Improved estimation of electricity demand function by using of artificial neural network, principal component analysis and data envelopment analysis

► We develop an integrated method to estimate electricity demand for seasonal and monthly changes in electricity consumption. ► We study the impact of data preprocessing and postprocessing on artificial neural network performance. ► Data envelopment analysis is utilized to compare constructed artifi...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Computers & industrial engineering 2013-01, Vol.64 (1), p.425-441
Hauptverfasser:	Kheirkhah, A., Azadeh, A., Saberi, M., Azaron, A., Shakouri, H.
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Data envelopment analysis Demand curves Electric rates Electricity consumption forecasting Neural networks Principal components analysis Studies Time series Time series analysis Variance analysis
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!