New directions in model development for RF/microwave components utilizing artificial neural networks and space mapping

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dc.contributor.authorBandler, John W.
dc.contributor.authorIsmael, Mohamed H.
dc.contributor.authorRayas-Sánchez, José E.
dc.contributor.authorZhang, Qi J.
dc.date.accessioned2014-08-25T18:50:58Z
dc.date.available2014-08-25T18:50:58Z
dc.date.issued1999-07
dc.descriptionThis paper presents recent advances in model development for RF/microwave components exploiting two powerful technologies: Artificial Neural Networks (ANN) and Space Mapping (SM). We survey the fundamental issues on classical neuromodeling. We review some state-of-the-art neuromodeling techniques, emphasizing SM based neuromodeling techniques. We show how SM based neuromodels decrease the cost of training, improve generalization ability and reduce the complexity of the ANN topology w.r.t. the classical neuromodeling approach. We illustrate these novel approaches through a practical microwave modeling problem. We conclude by proposing some possible exciting future applications of ANN and SM in microwave CAD.es
dc.description.sponsorshipConsejo Nacional de Ciencia y Tecnologíaes
dc.identifier.citationBandler, J.W: Ismail, M.A; Rayas-Sánchez, J.E, and Zhang, Q.J. (1999) “New directions in model development for RF/microwave components utilizing artificial neural networks and space mapping,” in IEEE AP-S Int. Symp. Dig., Orlando, FL, July, pp. 2572-2575. (P-ISBN: 0-7803-5639-x; INSPEC: 6489707; DOI: 10.1109/APS.1999.789334)es
dc.identifier.isbn0-7803-5639-x
dc.identifier.otherDOI: 10.1109/APS.1999.789334
dc.identifier.urihttp://hdl.handle.net/11117/1409
dc.language.isoenges
dc.publisherIEEE AP-S Int. Symp. Digestes
dc.relation.ispartofseriesIEEE AP-S Int. Symp. Digest;
dc.rights.urihttp://quijote.biblio.iteso.mx/licencias/CC-BY-NC-ND-2.5-MX.pdfes
dc.subjectMicrowave Circuitses
dc.subjectSpace Mappinges
dc.subjectArtificial Neural Networks (ANN)es
dc.subjectCADes
dc.subjectRFes
dc.subjectNeuromodelinges
dc.titleNew directions in model development for RF/microwave components utilizing artificial neural networks and space mappinges
dc.typeinfo:eu-repo/semantics/conferencePaperes
rei.peerreviewedYeses
rei.revisorIEEE

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