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dc.contributor.authorRayas-Sánchez, José E.
dc.date.accessioned2013-05-21T19:14:28Z
dc.date.accessioned2023-03-10T18:12:26Z
dc.date.available2013-05-21T19:14:28Z
dc.date.available2023-03-10T18:12:26Z
dc.date.issued2004-01
dc.identifier.citationJ.E. Rayas-Sánchez, “EM-based optimization of microwave circuits using artificial neural networks: the state of the art,” IEEE Trans. Microwave Theory Tech., vol. 52, pp. 420-435, Jan. 2004.es
dc.identifier.issn0018-9480
dc.identifier.urihttps://hdl.handle.net/20.500.12032/71801
dc.descriptionThis paper reviews the current state-of-the-art in electromagnetic (EM)-based design and optimization of microwave circuits using artificial neural networks (ANNs). Measurement-based design of microwave circuits using ANNs is also reviewed. The conventional microwave neural optimization approach is surveyed, along with typical enhancing techniques, such as segmentation, decomposition, hierarchy, design of experiments and clusterization. Innovative strategies for ANN-based design exploiting microwave knowledge are reviewed, including neural space-mapping methods. The problem of developing synthesis neural networks is treated. EM-based statistical analysis and yield optimization using neural networks is reviewed. The key issues in transient EM-based design using neural networks are summarized. The use of ANNs to speed up “global modeling" for EM-based design of monolithic microwave integrated circuits is briefly described. Future directions in ANN techniques to microwave design are suggested.es
dc.description.sponsorshipITESO, A.C.es
dc.language.isoenges
dc.publisherIEEE Trans. Microwave Theory Tech.;52es
dc.relation.ispartofseriesTrans. Microwave Theory Tech.;52
dc.rights.urihttp://quijote.biblio.iteso.mx/licencias/CC-BY-NC-ND-2.5-MX.pdfes
dc.subjectArtificial Neural Networks (ANN)es
dc.subjectDesign Automationes
dc.subjectInverse Modelinges
dc.subjectNeural Modelses
dc.subjectOptimization Methodses
dc.subjectRF and Microwave Modelinges
dc.subjectSpace Mappinges
dc.subjectSurrogate Modelses
dc.subjectSynthesis Neural Networkses
dc.subjectComputer Aided Design (CAD)es
dc.subjectElectromagnetic Based Optimizationes
dc.titleEM-based optimization of microwave circuits using artificial neural networks: the state of the artes
dc.typeinfo:eu-repo/semantics/articlees


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