Título: On knowledge-based neural networks and neuro-space mapping
Autores: Rayas-Sánchez, José E.
Zhang, Qi J.
Fecha: 2013-05-21
2013-05-21
2010-06
Publicador: Instituto Tecnológico y de Estudios Superiores de Occidente - México
Fuente:
Tipo: Article
Tema: Space Mapping
Electromagnetic Based Optimization
Neural Networks
Knowledge Based Techniques
Descripción: This article reviews the most significant milestones in CAD methodologies for intelligent EM-based modeling and design optimization using artificial neural networks and space mapping. We consider knowledge-based and automatic neural network model generation based on advanced data sampling algorithms. Computationally efficient neural space mapping methods for highly accurate EM-based modeling, statistical analysis and yield estimation are described. We briefly compare different strategies for developing suitable (input and output) neuro-mappings. Inverse modeling exploiting neural networks is addressed, including neural inverse space mapping optimization. Embedded passives, microstrip filters, active devices and waveguide structures illustrate the techniques.
ITESO, A.C.
Idioma: Inglés

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