Data replication in smart grids: Using genetic algorithms to build online partitioning schemes

Andreu Sancho-Asensio, Joan Navarro, Itziar Arrieta-Salinas, José Enrique Armendáriz-Íñigo, Elisabet Golobardes

Producció científica: Capítol de llibreContribució a congrés/conferènciaAvaluat per experts

Resum

With the growth of alternative energy sources and the poorly evolved power delivery infrastructures, Smart Grids are emerging as a feasible alternative to adapt electric networks to current demands. In contra- position to classic electrical architectures, Smart Grids encompass a fully distributed scheme with several data generation sources. Current data storage and replication systems fail at both coping with such overwhelming amount of heterogeneous data and satisfying the stringent requirements posed by this technology: dynamic nature of the physical resources, continuous ow of information and autonomous behavior demands. The purpose of this paper is to take advantage of soft computing strategies to face these challenges and, thus, present a hybrid system that mixes data replication and partitioning policies with genetic algorithms and unsupervised learning by means of an online approach. Conducted experiments show that the proposed system outperforms previous proposals and truly ts with the Smart Grid premises.

Idioma originalAnglès
Títol de la publicacióMENDEL 2013 - 19th International Conference on Soft Computing
Subtítol de la publicacióEvolutionary Computation, Genetic Programming, Swarm Intelligence, Fuzzy Logic, Neural Networks, Fractals, Bayesian Methods
EditorBrno University of Technology
Pàgines7-12
Nombre de pàgines6
ISBN (imprès)9788021447554
Estat de la publicacióPublicada - 2013
Esdeveniment19th International Conference on Soft Computing: Evolutionary Computation, Genetic Programming, Swarm Intelligence, Fuzzy Logic, Neural Networks, Fractals, Bayesian Methods, MENDEL 2013 - Brno, Czech Republic
Durada: 26 de juny 201328 de juny 2013

Sèrie de publicacions

NomMendel
ISSN (imprès)1803-3814

Conferència

Conferència19th International Conference on Soft Computing: Evolutionary Computation, Genetic Programming, Swarm Intelligence, Fuzzy Logic, Neural Networks, Fractals, Bayesian Methods, MENDEL 2013
País/TerritoriCzech Republic
CiutatBrno
Període26/06/1328/06/13

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