Accurate modeling of microwave devices using kriging-corrected space mapping surrogates

被引：16

作者：

Koziel, Slawomir ^{[1
]}

Bandler, John W. ^{[2
]}

机构：

[1] Reykjavik Univ, Engn Optimizat & Modeling Ctr, Sch Sci & Engn, IS-101 Reykjavik, Iceland

[2] McMaster Univ, Simulat Optimizat Syst Res Lab, Dept Elect & Comp Engn, Hamilton, ON L8S 4K1, Canada

来源：

INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS | 2012年 / 25卷 / 01期

基金：

加拿大自然科学与工程研究理事会;

关键词：

computer-aided design (CAD); EM modeling; space mapping; surrogate modeling; kriging; NEURAL-NETWORKS; OPTIMIZATION; DESIGN; FRAMEWORK; CIRCUITS; FILTERS; COARSE;

D O I：

10.1002/jnm.803

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

We present an accurate modeling technique that exploits standard space mapping (SM) as a trend function and the correction layer implemented with kriging. The kriging process allows us to efficiently utilize all available fine model data (not possible in the standard SM approach) and to obtain accuracy better than both the SM and recently published combinations of SM and radial basis function interpolation and fuzzy systems. We present application examples of design optimization and statistical analysis of several microwave filters. Copyright (C) 2011 John Wiley & Sons, Ltd.

引用

页码：1 / 14

页数：14

共 50 条

[1] Modeling of Wideband Antennas Using Space-Mapping-Corrected Kriging Surrogates
Koziel, Slawomir
Ogurtsov, Stanislav
Jacobs, J. Pieter
2013 7TH EUROPEAN CONFERENCE ON ANTENNAS AND PROPAGATION (EUCAP), 2013, : 1540 - 1543
[2] ANTENNA MODELING USING SPACE-MAPPING CORRECTED CAUCHY APPROXIMATION SURROGATES
Koziel, Slawomir
Ogurtsov, Stanislav
Bakr, Mohamed H.
MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 2012, 54 (01) : 37 - 40
[3] Surrogate modeling of microwave structures using kriging, co-kriging, and space mapping
Couckuyt, Ivo
Koziel, Slawomir
Dhaene, Tom
INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS, 2013, 26 (01) : 64 - 73
[4] Kriging, Co-Kriging and Space Mapping for Microwave Circuit Modeling
Couckuyt, Ivo
Koziel, Slawomir
Dhaene, Tom
2011 41ST EUROPEAN MICROWAVE CONFERENCE, 2011, : 444 - 447
[5] Antenna Modeling Using Space-Mapping Corrected Cauchy-Approximation Surrogates
Koziel, Slawomir
Ogurtsov, Stanislav
Bakr, Mohamed H.
2011 IEEE INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION (APSURSI), 2011, : 3159 - 3162
[6] Reduced-cost microwave component modeling using space mapping-enhanced electromagnetic-based kriging surrogates
Koziel, Slawomir
Bandler, John W.
Cheng, Qingsha S.
INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS, 2013, 26 (03) : 275 - 286
[7] Trawl-Door Shape Optimization by Space-Mapping-Corrected CFD Models and Kriging Surrogates
Jonsson, Ingi M.
Leifsson, Leifur
Koziel, Slawomir
Tesfahunegn, Yonatan A.
Bekasiewicz, Adrian
INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE 2016 (ICCS 2016), 2016, 80 : 1061 - 1070
[8] Space Mapping Optimization and Modeling of Microwave Devices with MEFiSTo
Koziel, Slawomir
Bandler, John W.
TIME DOMAIN METHODS IN ELECTRODYNAMICS: A TRIBUTE TO WOLFGANG J.R. HOEFER, 2008, 121 : 393 - +
[9] Adaptively Weighted Training of Space-Mapping Surrogates for Accurate Yield Estimation of Microwave Components
Zhang, Jianan
Feng, Feng
Na, Weicong
Jin, Jing
Zhang, Q. J.
PROCEEDINGS OF THE 2020 IEEE/MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM (IMS), 2020, : 64 - 67
[10] Modeling of microwave devices with space mapping and radial basis functions
Koziel, Slawomir
Bandler, John W.
INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS, 2008, 21 (03) : 187 - 203

← 1 2 3 4 5 →