Spatial electric load forecasting using a local movement approach

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dc.contributor.authorCarreno, E. M. [UNESP]
dc.contributor.authorPadilha-Feltrin, A. [UNESP]
dc.contributor.institutionUniversidade Estadual Paulista (Unesp)
dc.date.accessioned2014-05-27T11:24:34Z
dc.date.available2014-05-27T11:24:34Z
dc.date.issued2009-12-09
dc.description.abstractAn agent based model for spatial electric load forecasting using a local movement approach for the spatiotemporal allocation of the new loads in the service zone is presented. The density of electrical load for each of the major consumer classes in each sub-zone is used as the current state of the agents. The spatial growth is simulated with a walking agent who starts his path in one of the activity centers of the city and goes to the limits of the city following a radial path depending on the different load levels. A series of update rules are established to simulate the S growth behavior and the complementarity between classes. The results are presented in future load density maps. The tests in a real system from a mid-size city show a high rate of success when compared with other techniques. The most important features of this methodology are the need for few data and the simplicity of the algorithm, allowing for future scalability. © 2009 IEEE.en
dc.description.affiliationUniversidade Estadual Paulista (UNESP), Ilha Solteira - SP
dc.description.affiliationUnespUniversidade Estadual Paulista (UNESP), Ilha Solteira - SP
dc.identifierhttp://dx.doi.org/10.1109/ISAP.2009.5352827
dc.identifier.citation2009 15th International Conference on Intelligent System Applications to Power Systems, ISAP '09.
dc.identifier.doi10.1109/ISAP.2009.5352827
dc.identifier.scopus2-s2.0-76549123432
dc.identifier.urihttp://hdl.handle.net/11449/71475
dc.language.isoeng
dc.relation.ispartof2009 15th International Conference on Intelligent System Applications to Power Systems, ISAP '09
dc.rights.accessRightsAcesso aberto
dc.sourceScopus
dc.subjectAgent based models
dc.subjectDistribution planning
dc.subjectKnowledge extraction
dc.subjectLand use
dc.subjectSpatial electric load forecasting
dc.subjectActivity centers
dc.subjectAgent-based model
dc.subjectConsumer class
dc.subjectElectrical load
dc.subjectGrowth behavior
dc.subjectHigh rate
dc.subjectLoad density
dc.subjectLoad levels
dc.subjectSpatial growth
dc.subjectElectric load distribution
dc.subjectElectric loads
dc.subjectIntelligent systems
dc.subjectMulti agent systems
dc.subjectElectric load forecasting
dc.titleSpatial electric load forecasting using a local movement approachen
dc.typeTrabalho apresentado em evento
dcterms.licensehttp://www.ieee.org/publications_standards/publications/rights/rights_policies.html
unesp.author.lattes3886842168147059[2]
unesp.author.orcid0000-0001-6495-440X[2]
unesp.campusUniversidade Estadual Paulista (Unesp), Faculdade de Engenharia, Ilha Solteirapt

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