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dc.contributor.authorRayas-Sánchez, José E.
dc.contributor.authorChávez-Hurtado, José L.
dc.date.accessioned2019-08-29T20:01:44Z
dc.date.accessioned2023-03-10T17:16:31Z
dc.date.available2019-08-29T20:01:44Z
dc.date.available2023-03-10T17:16:31Z
dc.date.issued2016-12
dc.identifier.citationJ. L. Chávez-Hurtado and J. E. Rayas-Sánchez, "Polynomial-Based Surrogate Modeling of RF and Microwave Circuits in Frequency Domain Exploiting the Multinomial Theorem," in IEEE Transactions on Microwave Theory and Techniques, vol. 64, no. 12, pp. 4371-4381, Dec. 2016. doi: 10.1109/TMTT.2016.2623902es
dc.identifier.issn0018-9480
dc.identifier.urihttps://hdl.handle.net/20.500.12032/70295
dc.descriptionA general formulation to develop EM-based polynomial surrogate models in frequency domain utilizing the multinomial theorem is presented in this paper. Our approach is especially suitable when the number of learning samples is very limited and no physics-based coarse model is available. We compare our methodology against other four surrogate modeling techniques: response surface modeling, support vector machines, generalized regression neural networks, and Kriging. Results confirm that our modeling approach has the best performance among these techniques when using a very small amount of learning base points on relatively small modeling regions. We illustrate our technique by developing a surrogate model for an SIW interconnect with transitions to microstrip lines, a dual band T-slot PIFA handset antenna, and a high-speed package interconnect. Examples are simulated on a commercially available 3D FEM simulator.es
dc.language.isoenges
dc.publisherIEEEes
dc.rights.urihttp://quijote.biblio.iteso.mx/licencias/CC-BY-NC-ND-2.5-MX.pdfes
dc.subjectSurrogate Modelses
dc.subjectMultinomial Theoremes
dc.subjectPolynomiales
dc.subjectMicrowave Circuitses
dc.titlePolynomial-based surrogate modeling of RF and microwave circuits in frequency domain exploiting the multinomial theoremes
dc.typeinfo:eu-repo/semantics/articlees


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