Surrogate Modeling For High-frequency Design: Recent Advances

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Release : 2022-03-04
Genre : Technology & Engineering
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Book Rating : 769/5 ( reviews)

Surrogate Modeling For High-frequency Design: Recent Advances - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Surrogate Modeling For High-frequency Design: Recent Advances write by Slawomir Koziel. This book was released on 2022-03-04. Surrogate Modeling For High-frequency Design: Recent Advances available in PDF, EPUB and Kindle. 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.

Response Feature Technology for High-Frequency Electronics. Optimization, Modeling, and Design Automation

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Release : 2023-10-16
Genre : Technology & Engineering
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Book Rating : 450/5 ( reviews)

Response Feature Technology for High-Frequency Electronics. Optimization, Modeling, and Design Automation - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Response Feature Technology for High-Frequency Electronics. Optimization, Modeling, and Design Automation write by Anna Pietrenko-Dabrowska. This book was released on 2023-10-16. Response Feature Technology for High-Frequency Electronics. Optimization, Modeling, and Design Automation available in PDF, EPUB and Kindle. 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.

Performance-Driven Surrogate Modeling of High-Frequency Structures

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Release : 2020-02-19
Genre : Technology & Engineering
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Book Rating : 26X/5 ( reviews)

Performance-Driven Surrogate Modeling of High-Frequency Structures - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Performance-Driven Surrogate Modeling of High-Frequency Structures write by Slawomir Koziel. This book was released on 2020-02-19. Performance-Driven Surrogate Modeling of High-Frequency Structures available in PDF, EPUB and Kindle. 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.

Computational Science – ICCS 2023

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Release : 2023-06-27
Genre : Computers
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Book Rating : 249/5 ( reviews)

Computational Science – ICCS 2023 - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computational Science – ICCS 2023 write by Jiří Mikyška. This book was released on 2023-06-27. Computational Science – ICCS 2023 available in PDF, EPUB and Kindle. The five-volume set LNCS 14073-14077 constitutes the proceedings of the 23rd International Conference on Computational Science, ICCS 2023, held in Prague, Czech Republic, during July 3-5, 2023. The total of 188 full papers and 94 short papers presented in this book set were carefully reviewed and selected from 530 submissions. 54 full and 37 short papers were accepted to the main track; 134 full and 57 short papers were accepted to the workshops/thematic tracks. The theme for 2023, "Computation at the Cutting Edge of Science", highlights the role of Computational Science in assisting multidisciplinary research. This conference was a unique event focusing on recent developments in scalable scientific algorithms, advanced software tools; computational grids; advanced numerical methods; and novel application areas. These innovative novel models, algorithms, and tools drive new science through efficient application in physical systems, computational and systems biology, environmental systems, finance, and others.

Recent Advances in Layered Materials and Structures

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Release : 2021-02-22
Genre : Technology & Engineering
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Book Rating : 500/5 ( reviews)

Recent Advances in Layered Materials and Structures - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Recent Advances in Layered Materials and Structures write by Sarmila Sahoo. This book was released on 2021-02-22. Recent Advances in Layered Materials and Structures available in PDF, EPUB and Kindle. This book provides topical information on innovative, structural and functional materials and composites with applications in various engineering fields covering the structure, properties, manufacturing process, and applications of these materials. It covers various topics in layered structures and layered materials. It discusses the latest developments in the materials engineering field. This book will be useful for academicians, researchers, and practitioners working in the fields of materials engineering, layered structures, and composite materials.