Forecasting electricity spot prices using time-series models with a double temporal segmentation
Bessec, Marie; Fouquau, Julien; Méritet, Sophie (2016), Forecasting electricity spot prices using time-series models with a double temporal segmentation, Applied Economics, 48, 5, p. 361-378. 10.1080/00036846.2015.1080801
Type
Article accepté pour publication ou publiéDate
2016Nom de la revue
Applied EconomicsVolume
48Numéro
5Éditeur
Chapman and Hall
Pages
361-378
Identifiant publication
Métadonnées
Afficher la notice complèteRésumé (EN)
The French wholesale market is set to expand in the next few years under European pressure and national decisions. In this article, we assess the forecasting ability of several classes of time-series models for electricity wholesale spot prices at a day-ahead horizon in France. Electricity spot prices display a strong seasonal pattern, particularly in France, given the high share of electric heating in housing during winter time. To deal with this pattern, we implement a double temporal segmentation of the data. For each trading period and season, we use a large number of specifications based on market fundamentals: linear regressions, Markov-switching (MS) models and threshold models with a smooth transition. An extensive evaluation on French data shows that modelling each season independently leads to better results. Among nonlinear models, MS models designed to capture the sudden and fast-reverting spikes in the price dynamics yield more accurate forecasts. Finally, pooling forecasts give more reliable results.Mots-clés
Forecasting; electricity spot prices; seasonality; regime-switching; combinationsPublications associées
Affichage des éléments liés par titre et auteur.
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Fouquau, Julien; Bessec, Marie; Méritet, Sophie (2014) Communication / Conférence
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Bessec, Marie; Fouquau, Julien (2018) Article accepté pour publication ou publié
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Bourbonnais, Régis; Méritet, Sophie (2007) Chapitre d'ouvrage
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Fouquau, Julien; Bessec, Marie (2008-09) Article accepté pour publication ou publié
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Bessec, Marie; Doz, Catherine (2014) Article accepté pour publication ou publié