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Performance-Driven Surrogate Modeling of High-Frequency Structures

Anna Pietrenko-Dabrowska (Gebundene Ausgabe, Englisch)

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Beschreibung
This book discusses surrogate modeling of high-frequency structures including antenna and microwave components. The focus is on constrained or performance-driven surrogates. The presented techniques aim at addressing the limitations of conventional modeling methods, pertinent to the issues of dimensionality and parameter ranges that need to be covered by the surrogate to ensure its design utility. Within performance-driven methodologies, mitigation of these problems is achieved through appropriate confinement of the model domain, focused on the regions promising from the point of view of the relevant design objectives. This enables the construction of reliable surrogates at a fraction of cost required by conventional methods, and to accomplish the modeling tasks where other techniques routinely fail. The book provides a broad selection of specific frameworks, extensively illustrated using examples of real-world microwave and antenna structures along with numerous design examples. Furthermore, the book contains introductory material on data-driven and physics-based surrogates. The book will be useful for the readers working in the area of high-frequency electronics, including microwave engineering, antenna design, microwave photonics, magnetism, especially those that utilize electromagnetic (EM) simulation models in their daily routines. Covers performance-driven and constrained modeling methods, not available in other books to date; Discusses of a wide range of practical case studies including a variety of microwave and antenna structures; Includes design applications of the presented modeling frameworks, including single- and multi-objective parametric optimization.
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Technische Daten


Erscheinungsdatum
20.02.2020
Sprache
Englisch
EAN
9783030389253
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Anna Pietrenko-Dabrowska
Seitenanzahl
403
Auflage
1st edition 2021
Einbandart
Gebundene Ausgabe
Autorenporträt
Slawomir Koziel received the M.Sc. and Ph.D. degrees in electronic engineering from Gdansk University of Technology, Poland, in 1995 and 2000, respectively. He also received the M.Sc. degrees in theoretical physics and in mathematics, in 2000 and 2002, respectively, as well as the PhD in mathematics in 2003, from the University of Gdansk, Poland. He is currently a Professor with the School of Science and Engineering, Reykjavik University, Iceland. His research interests include CAD and modeling of microwave circuits, simulation-driven design, surrogate-based optimization, space mapping, circuit theory, evolutionary computation and numerical analysis. In recent years, he has been working extensively on surrogate-based modeling and optimization techniques as well as computationally efficient simulation-driven design methods for microwave engineering and aerospace engineering. He has published several book chapters and over 800 research papers. He is a founder and director of Engineering Optimization & Modeling Center at Reykjavik University.
Schlagwörter
Surrogate modeling, Data-driven modeling, High-frequency design, Design optimization, Constrained modeling
Thema-Inhalt
TJFC - Schaltkreise und Komponenten (Bauteile) TJF - Elektronik UYS - Digitale Signalverarbeitung (DSP)
Höhe
235 mm
Breite
15.5 cm

Hersteller: Palgrave Macmillan, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH

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