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020 _a9783030389260
024 7 _a10.1007/978-3-030-38926-0
_2doi
040 _aES-MaUEC
_bspa
_cES-MaUEC
_dES-MaUEC
050 4 _aQC661
_b2020 EB
100 1 _aKoziel, Slawomir
_eautor
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_9673480
245 1 0 _aPerformance-Driven Surrogate Modeling of High-Frequency Structures
_cby Slawomir Koziel, Anna Pietrenko-Dabrowska.
250 _aFirst edition 2020.
264 1 _aCham
_bSpringer International Publishing
_c2020
300 _a1 recurso en línea (XVI, 403 páginas)
_b302 ilustraciones, 154 ilustraciones a color
336 _2rdacontent
_aTexto
_btxt
337 _2rdamedia
_aelectrónico
_bc
338 _2rdacarrier
_arecurso electrónico
_bcr
347 _aArchivo de texto
_bPDF
490 0 _aEngineering (Springer-11647)
505 0 _aIntroduction -- Basics of data-driven surrogate modeling -- Physics-based surrogate modeling -- Design-oriented modeling of high-frequency structures -- Triangulation-based constrained modeling -- Nested kriging modeling -- Feature-based constrained modeling -- Variable-fidelity performance-driven modeling -- Constrained modeling for efficient multi-objective optimization -- Warm-start design optimization -- Summary and conclusion.
520 3 _aThis 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.
988 _aSpringer_Engineering_31032020
650 7 _2embne
_aOndas electromagnéticas
_9138716
650 7 _2embne
_aAntenas
_9138526
700 1 _aPietrenko-Dabrowska, Anna
_eautor
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_9673481
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783030389253
776 0 8 _iPrinted edition:
_z9783030389277
776 0 8 _iPrinted edition:
_z9783030389284
856 4 0 _uhttps://go.openathens.net/redirector/universidadeuropea.es?url=https://doi.org/10.1007/978-3-030-38926-0
_zAcceso a este recurso digital (usuarios Universidad Europea de Madrid)
942 _2lcc
_cLE
998 _b05/2020
_dz
_ek
_zSI