Response Feature Technology for High-Frequency Electronics. Optimization, Modeling, and Design Automation / by Anna Pietrenko-Dabrowska, Slawomir Koziel.

Format:

Book

Author/Creator:

Pietrenko-Dabrowska, Anna, author.

Koziel, Slawomir, author.

Language:

English

Subjects (All):

Electronic circuits.

Telecommunication.

Electronics.

Electronic Circuits and Systems.

Microwaves, RF Engineering and Optical Communications.

Electronics and Microelectronics, Instrumentation.

Local Subjects:

Electronic Circuits and Systems.

Microwaves, RF Engineering and Optical Communications.

Electronics and Microelectronics, Instrumentation.

Physical Description:

1 online resource (604 pages)

Edition:

1st ed. 2024.

Place of Publication:

Cham : Springer International Publishing : Imprint: Springer, 2024.

Summary:

This book discusses response feature technology and its applications to modeling, optimization, and computer-aided design of high-frequency structures including antenna and microwave components. By exploring the specific structure of the system outputs, feature-based approaches facilitate simulation-driven design procedures, both in terms of improving their computational efficiency and reliability. These benefits are associated with the weakly nonlinear relationship between feature point coordinates and design variables, which—in the context of optimization—leads to inherent regularization of the objective functions. The book provides an overview of the subject, a definition and extraction of characteristic points, and feature-based design problem reformulation. It also outlines a number of numerical algorithms developed to handle local, global, and multi-criterial design, surrogate modeling, as well as uncertainty quantification. The discussed frameworks are extensively illustrated using examples of real microwave and antenna structures, along with numerous design cases. Introductory material on simulation-driven design, numerical optimization, as well as behavioral and physics-based surrogate modeling is also included. The book will be useful for readers working in the area of high-frequency electronics, including microwave engineering, antenna design, microwave photonics, magnetism and especially those who utilize electromagnetic (EM) simulation models in their daily routines. Describes fundamentals of simulation-based high-frequency design, including optimization and surrogate modelling Introduces the concept, formulation, and implementation of response feature technology for high-frequency design Provides balanced coverage of theoretical foundations and engineering-oriented methods Discusses design applications of response feature methodologies, including single- and multi-objective optimization, global optimization, behavioural and physics-based modelling, and uncertainty quantification.

Contents:

Introduction

Simulation-driven design of high-frequency structures

Basics of response feature technology

Response features for local optimization

Expedited feature-based optimization

Response features for global and multi-objective design

Feature-based surrogate modeling

Performance-driven modeling with response features

Response features for uncertainty quantification

Feature-based warm start optimization and database design acquisition

Response features for reliability improvement

Generalized features

Summary and conclusion.

Notes:

Includes bibliographical references and index.

ISBN:

3-031-43845-0