Hybrid Evolutionary Neuro-fuzzy Computational Tool to Forecast Wind Power and Electricity Prices

Abstract : The intermittence of the renewable sources due to its unpredictability increases the instability of the actual grid and energy supply. Besides, in a deregulated and competitive framework, producers and consumers require short-term forecasting tools to derive their bidding strategies to the electricity market. This paper proposes a novel hybrid computational tool, based on a combination of evolutionary particle swarm optimization with an adaptive-network-based fuzzy inference system, for wind power forecasting and electricity prices forecasting in the short-term. The results from two real-world case studies are presented, in order to illustrate the proficiency of the proposed computational tool.
Type de document :
Communication dans un congrès
Luis M. Camarinha-Matos; Ehsan Shahamatnia; Gonçalo Nunes. 3rd Doctoral Conference on Computing, Electrical and Industrial Systems (DoCEIS), Feb 2012, Costa de Caparica, Portugal. Springer, IFIP Advances in Information and Communication Technology, AICT-372, pp.321-328, 2012, Technological Innovation for Value Creation. 〈10.1007/978-3-642-28255-3_35〉
Liste complète des métadonnées

Littérature citée [21 références]  Voir  Masquer  Télécharger

https://hal.inria.fr/hal-01365601
Contributeur : Hal Ifip <>
Soumis le : mardi 13 septembre 2016 - 15:26:42
Dernière modification le : mardi 13 septembre 2016 - 17:06:01
Document(s) archivé(s) le : mercredi 14 décembre 2016 - 15:18:04

Fichier

978-3-642-28255-3_35_Chapter.p...
Fichiers produits par l'(les) auteur(s)

Licence


Distributed under a Creative Commons Paternité 4.0 International License

Identifiants

Citation

G. Osório, H. Pousinho, J. Matias, C. Monteiro, J. Catalão. Hybrid Evolutionary Neuro-fuzzy Computational Tool to Forecast Wind Power and Electricity Prices. Luis M. Camarinha-Matos; Ehsan Shahamatnia; Gonçalo Nunes. 3rd Doctoral Conference on Computing, Electrical and Industrial Systems (DoCEIS), Feb 2012, Costa de Caparica, Portugal. Springer, IFIP Advances in Information and Communication Technology, AICT-372, pp.321-328, 2012, Technological Innovation for Value Creation. 〈10.1007/978-3-642-28255-3_35〉. 〈hal-01365601〉

Partager

Métriques

Consultations de la notice

24

Téléchargements de fichiers

30