Title :
Modeling and forecasting of the long-term seasonal component of the EEX and Nord Pool spot prices
Author :
Nowotarski, Jakub ; Tomczyk, Jakub ; Weron, Rafal
Author_Institution :
Hugo Steinhaus Center, Wroclaw Univ. of Technol., Wrocław, Poland
Abstract :
We present the results of a study on modeling and forecasting of the long-term seasonal component (LTSC) of electricity spot prices. We consider a vast array of models including linear regressions, monthly dummies, sinusoidal decompositions and wavelet smoothers. We find that in terms of forecasting EEX and Nord Pool spot prices up to a year ahead, wavelet-based models significantly outperform all considered piecewise constant and sine-based models. This result challenges the traditional approach to deseasonalize spot electricity prices by fitting monthly dummies or sinusoidal functions. We also find that extending the calibration window up to four years does not improve the results; two- and especially three-year windows lead to better spot price forecasts.
Keywords :
calibration; power markets; pricing; EEX spot prices; LTSC; Nord pool spot prices; calibration window; electricity spot prices; linear regressions; long-term seasonal component forecasting; long-term seasonal component modeling; monthly dummies; piecewise constant; sine-based models; sinusoidal decompositions; wavelet smoothers; Predictive models; Electricity spot price; Forecasting; Monthly dummies; Seasonality; Sinusoidal decomposition; Wavelets;
Conference_Titel :
European Energy Market (EEM), 2013 10th International Conference on the
Conference_Location :
Stockholm
DOI :
10.1109/EEM.2013.6607301