New directions in model development for RF/microwave components utilizing artificial neural networks and space mapping
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Fecha
1999-07
Autores
Bandler, John W.
Ismael, Mohamed H.
Rayas-Sánchez, José E.
Zhang, Qi J.
Título de la revista
ISSN de la revista
Título del volumen
Editor
IEEE AP-S Int. Symp. Digest
Resumen
Descripción
This 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.
Palabras clave
Microwave Circuits, Space Mapping, Artificial Neural Networks (ANN), CAD, RF, Neuromodeling
Citación
Bandler, 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)