Performance-Driven Surrogate Modeling of High-Frequency Structures
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 modeli
- PDF / 47,812,615 Bytes
- 411 Pages / 439.43 x 683.15 pts Page_size
- 8 Downloads / 138 Views
Performance-Driven Surrogate Modeling of High-Frequency Structures
Performance-Driven Surrogate Modeling of High-Frequency Structures
Slawomir Koziel • Anna Pietrenko-Dabrowska
Performance-Driven Surrogate Modeling of High-Frequency Structures
Slawomir Koziel School of Science and Engineering Reykjavik University Reykjavik, Iceland
Anna Pietrenko-Dabrowska Faculty of Electronics, Telecommunications and Informatics Gdansk University of Technology Gdansk, Poland
ISBN 978-3-030-38925-3 ISBN 978-3-030-38926-0 https://doi.org/10.1007/978-3-030-38926-0
(eBook)
© Springer Nature Switzerland AG 2020 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors, and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland
To our families: Dorota, Anna Halina, Janusz, Kinga, Wladek, Bronek, and Stas
Preface
The development of modern high-frequency structures, including microwave and antenna components, heavily relies on full-wave electromagnetic (EM) simulation models. Notwithstanding, EM-driven design entails considerable computational expenses. This is especially troublesome when solving tasks that require massive EM analyses, parametric optimization, and uncertainty quantification being representative examples. The employment of fast replacement models, also referred to as surrogates, has been fostered as a way of mitigating these issues. Unfortunately, conventional modeling methods are of limited applicability for handling nonlinear outputs of high-frequency devices. The reason is the curse of dimensionality but also a fundamental requirement that design-ready surrogates are to cover wide ranges of the system parameters and its operating conditions. This book offers a different methodological perspective on modeling of high-frequency structures, specifically the c
