Neuromodeling of microwave circuits exploiting space mapping technology

Vista sencilla de ítem
dc.contributor.authorBandler, John W.
dc.contributor.authorIsmail, Mostafa A.
dc.contributor.authorRayas-Sánchez, José E.
dc.contributor.authorZhang, Qi J.
dc.date.accessioned2013-05-21T20:29:26Z
dc.date.available2013-05-21T20:29:26Z
dc.date.issued1999-12
dc.descriptionFor the first time, we present modeling of microwave circuits using artificial neural networks (ANN’s) based on space-mapping (SM) technology. SM-based neuromodels decrease the cost of training, improve generalization ability, and reduce the complexity of the ANN topology with respect to the classical neuromodeling approach. Five creative techniques are proposed to generate SM-based neuromodels. A frequencysensitive neuromapping is applied to overcome the limitations of empirical models developed under quasi-static conditions. Huber optimization is used to train the ANN’s. We contrast SM-based neuromodeling with the classical neuromodeling approach as well as with other state-of-the-art neuromodeling techniques. The SMbased neuromodeling techniques are illustrated by a microstrip bend and a high-temperature superconducting filter.es
dc.description.sponsorshipBandler Corporationes
dc.description.sponsorshipConsejo Nacional de Ciencia y Tecnologíaes
dc.description.sponsorshipCarleton Universityes
dc.description.sponsorshipMicronet Network of Centres of Excellencees
dc.description.sponsorshipNatural Sciences and Engineering Research Council of Canadaes
dc.identifier.issn0018-9480
dc.identifier.urihttp://hdl.handle.net/11117/622
dc.language.isoenges
dc.publisherIEEE Trans. Microwave Theory Tech;47es
dc.relation.ispartofseriesTrans. Microwave Theory Tec;47
dc.rights.urihttp://quijote.biblio.iteso.mx/licencias/CC-BY-NC-ND-2.5-MX.pdfes
dc.subjectNeuromodelinges
dc.subjectComputer Aided Design (CAD)es
dc.subjectDesign Automationes
dc.subjectMicrostrip Filterses
dc.subjectMicrowave Circuitses
dc.subjectNeural Network Applicationses
dc.subjectNeural Space Mapping (NSM)es
dc.subjectOptimization Methodses
dc.subjectSpace Mappinges
dc.titleNeuromodeling of microwave circuits exploiting space mapping technologyes
dc.typeinfo:eu-repo/semantics/articlees
rei.peerreviewedYeses
rei.revisorTrans. Microwave Theory Tech.

Archivos

Bloque original
Mostrando 1 - 1 de 1
No hay miniatura disponible
Nombre:
neuromodeling.pdf
Tamaño:
382.87 KB
Formato:
Adobe Portable Document Format
Descargar

Colecciones

DESI - Artículos y ponencias con arbitraje