LEADER 04483nam 22006375 450 001 9910377825003321 005 20200703164416.0 010 $a3-030-38926-X 024 7 $a10.1007/978-3-030-38926-0 035 $a(CKB)4100000010348443 035 $a(DE-He213)978-3-030-38926-0 035 $a(MiAaPQ)EBC6118517 035 $a(PPN)242981976 035 $a(EXLCZ)994100000010348443 100 $a20200219d2020 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aPerformance-Driven Surrogate Modeling of High-Frequency Structures /$fby Slawomir Koziel, Anna Pietrenko-Dabrowska 205 $a1st ed. 2020. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2020. 215 $a1 online resource (XVI, 403 p. 302 illus., 154 illus. in color.) 311 $a3-030-38925-1 327 $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. 330 $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. 606 $aElectronic circuits 606 $aSignal processing 606 $aImage processing 606 $aSpeech processing systems 606 $aElectronics 606 $aMicroelectronics 606 $aCircuits and Systems$3https://scigraph.springernature.com/ontologies/product-market-codes/T24068 606 $aSignal, Image and Speech Processing$3https://scigraph.springernature.com/ontologies/product-market-codes/T24051 606 $aElectronics and Microelectronics, Instrumentation$3https://scigraph.springernature.com/ontologies/product-market-codes/T24027 615 0$aElectronic circuits. 615 0$aSignal processing. 615 0$aImage processing. 615 0$aSpeech processing systems. 615 0$aElectronics. 615 0$aMicroelectronics. 615 14$aCircuits and Systems. 615 24$aSignal, Image and Speech Processing. 615 24$aElectronics and Microelectronics, Instrumentation. 676 $a539.2 676 $a530.141 700 $aKoziel$b Slawomir$4aut$4http://id.loc.gov/vocabulary/relators/aut$0721636 702 $aPietrenko-Dabrowska$b Anna$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910377825003321 996 $aPerformance-Driven Surrogate Modeling of High-Frequency Structures$92544716 997 $aUNINA