Surrogate Modeling For High-frequency Design: Recent Advances

Name: Surrogate Modeling For High-frequency Design: Recent Advances
Brand: World Scientific Europe Ltd
SKU: 9781800610743
Price: 878.8 RON
Availability: InStock

Autor: Anna Pietrenko-Dabrowska

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Legare: Copertă tare

Editura: World Scientific Europe Ltd

Disponibilitate: În depozitul extern

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Contemporary high-frequency engineering design heavily relies on full-wave electromagnetic (EM) anal...

Informații despre carte

Autor

Anna Pietrenko-Dabrowska

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2022

Pagini

468

EAN

9781800610743

ISBN

1800610742

Enbook ID

36580314

Editura

World Scientific Europe Ltd

Greutate

825

Dimensiuni

157 x 235 x 30

Descriere completă

Contemporary high-frequency engineering design heavily relies on full-wave electromagnetic (EM) analysis. This is primarily due to its versatility and ability to account for phenomena that are important from the point of view of system performance. Unfortunately, versatility comes at the price of a high computational cost of accurate evaluation. Consequently, utilization of simulation models in the design processes is challenging although highly desirable. The aforementioned problems can be alleviated by means of surrogate modeling techniques, the most popular of which are data-driven models. Although a large variety of methods are available, they are all affected by the curse of dimensionality. This is especially pronounced in high-frequency electronics, where typical system responses are highly nonlinear. Construction of practically useful surrogates covering wide ranges of parameters and operating conditions is a considerable challenge.

Surrogate Modeling for High-Frequency Design presents a selection of works representing recent advancements in surrogate modeling and their applications to high-frequency design. Some chapters provide a review of specific topics such as neural network modeling of microwave components, while others describe recent attempts to improve existing modeling methodologies. Furthermore, the book features numerous applications of surrogate modeling methodologies to design optimization and uncertainty quantification of antenna, microwave, and analog RF circuits.

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