000 04125nam a22005295i 4500
001 978-3-030-38926-0
003 DE-He213
005 20220801214855.0
007 cr nn 008mamaa
008 200219s2020 sz | s |||| 0|eng d
020 _a9783030389260
_9978-3-030-38926-0
024 7 _a10.1007/978-3-030-38926-0
_2doi
050 4 _aTK7867-7867.5
072 7 _aTJFC
_2bicssc
072 7 _aTEC008010
_2bisacsh
072 7 _aTJFC
_2thema
082 0 4 _a621.3815
_223
100 1 _aKoziel, Slawomir.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_940972
245 1 0 _aPerformance-Driven Surrogate Modeling of High-Frequency Structures
_h[electronic resource] /
_cby Slawomir Koziel, Anna Pietrenko-Dabrowska.
250 _a1st ed. 2020.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2020.
300 _aXVI, 403 p. 302 illus., 154 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
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 _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.
650 0 _aElectronic circuits.
_919581
650 0 _aSignal processing.
_94052
650 0 _aElectronics.
_93425
650 1 4 _aElectronic Circuits and Systems.
_940973
650 2 4 _aSignal, Speech and Image Processing .
_931566
650 2 4 _aElectronics and Microelectronics, Instrumentation.
_932249
700 1 _aPietrenko-Dabrowska, Anna.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_940974
710 2 _aSpringerLink (Online service)
_940975
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783030389253
776 0 8 _iPrinted edition:
_z9783030389277
776 0 8 _iPrinted edition:
_z9783030389284
856 4 0 _uhttps://doi.org/10.1007/978-3-030-38926-0
912 _aZDB-2-ENG
912 _aZDB-2-SXE
942 _cEBK
999 _c76847
_d76847