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dc.contributor.authorPedreño Molina, Juan Luis 
dc.contributor.authorMonzó Cabrera, Juan 
dc.contributor.authorPinzolas Prado, Miguel 
dc.contributor.authorRequena Pérez, María Eugenia 
dc.date.accessioned2010-12-14T13:32:27Z
dc.date.available2010-12-14T13:32:27Z
dc.date.issued2007
dc.identifier.citationPEDREÑO MOLINA, J.L., MONZÓ CABRERA, J., PINZOLAS PRADO, M., REQUENA PÉREZ, M.E. New Predictive Neural Architecture for Modelling Electric Field Patterns Within Dielectric Materials in Industrial Microwave-Heating Processes. International Journal of Materials and Product Technology, vol. 29 : 185-199, 2007. ISSN (online) 1741-5209en_US
dc.description.abstractIn this work, a learning architecture based on neural networks has been employed for modelling the electric field pattern along an axis of a multimode microwave-heating cavity that contains dielectric materials. The multilevel configuration of this architecture, based on Radial Basis Functions (RBF) and polynomial structures, allows the fitting of the electric field as a function of the dielectric parameters (i.e. " "0 ÿ j"00) along one axis (x) of the cavity as well as inside the sample. In the learning stage, different samples have trained the neural architecture, by means of the mapping between ("0; "00) and the absolute value of the electric field pattern, generated with a 2D simulation platform based on the Finite Elements Method (FEM). The results obtained with conventional samples, such as polyester, epoxy, silicon crystal or beef steak, show that the proposed neural model is able to accurately predict the electric field spatial distribution under appropriate training processes.
dc.formatapplication/pdf
dc.language.isoengen_US
dc.publisherInderscience Interprisesen_US
dc.rightsAtribución-NoComercial-SinDerivadas 3.0 España*
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/*
dc.titleA New Predictive Neural Architecture for Modelling Electric Field Patterns Within Dielectric Materials in Industrial Microwave-Heating Processesen_US
dc.typeinfo:eu-repo/semantics/articleen_US
dc.subject.otherTeoría de la Señal y las Comunicacionesen_US
dc.subjectElectric field estimation
dc.subjectLearning-based predictive system
dc.subjectMicrowave-assisted applications
dc.subjectMicrowave-heating oven
dc.subjectNeural network modelling
dc.subjectEstimación de campo eléctrico
dc.subjectSistema predictivo basado en el aprendizaje
dc.subjectAplicaciones asistidas por microondas
dc.subjectCalentamiento por horno de microondas
dc.subjectModelos de redes neuronales
dc.identifier.urihttp://hdl.handle.net/10317/1475
dc.peerreviewen_US
dc.contributor.investgroupElectromagnetismo y Materiaen_US
dc.rights.accessRightsinfo:eu-repo/semantics/openAccess


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