Title of article :
Forecasting electricity spot market prices with a k-factor GIGARCH process
Author/Authors :
Abdou Kâ Diongue، نويسنده , , Abdou Kâ and Guégan، نويسنده , , Dominique and Vignal، نويسنده , , Bertrand، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2009
Abstract :
In this article, we investigate conditional mean and conditional variance forecasts using a dynamic model following a k-factor GIGARCH process. Particularly, we provide the analytical expression of the conditional variance of the prediction error. We apply this method to the German electricity price market for the period August 15, 2000–December 31, 2002 and we test spot prices forecasts until one-month ahead forecast. The forecasting performance of the model is compared with a SARIMA–GARCH benchmark model using the year 2003 as the out-of-sample. The proposed model outperforms clearly the benchmark model. We conclude that the k-factor GIGARCH process is a suitable tool to forecast spot prices, using the classical RMSE criteria.
Keywords :
Conditional mean , Electricity prices , Conditional variance , forecast , GIGARCH process
Journal title :
Applied Energy
Journal title :
Applied Energy