Title :
Sources of heteroscedasticity in the spot electricity price time series
Author_Institution :
Corvinus Univ. of Budapest, Budapest, Hungary
Abstract :
Spot electricity prices are found to be heteroscedastic in the literature. In this paper I analyze the sources of heteroscedasticity. The heteroscedasticity is measured with the autocorrelation function of the squared residuals. I will show that the heteroscedasticity effect consists of a deterministic and a stochastic part. I decompose the heteroscedasticity of power prices into three factors according to the origin of heteroscedasticity: seasonality; long memory; and GARCH behavior. I model the effects of intraweekly seasonality by using the so-called GEV filtering procedure. After removing the deterministic heteroscedasticity, the remaining heteroscedasticity can be described with a GARCH-type model. Empirical calculations show that seasonality incorporates a negative heteroscedasticity effect, i.e. the magnitude of heteroscedasticity increases after the seasonality filtering procedure.
Keywords :
power markets; time series; autocorrelation function; heteroscedasticity; spot electricity price time series; GARCH; heteroscedasticity; long memory; power price modelling; seasonality;
Conference_Titel :
Energy Market (EEM), 2010 7th International Conference on the European
Conference_Location :
Madrid
Print_ISBN :
978-1-4244-6838-6
DOI :
10.1109/EEM.2010.5558781