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Expedited Variable-Resolution Surrogate Modeling of Miniaturized Microwave Passives in Confined Domains
Abstract
Design of miniaturized microwave components is largely based on computational models, primarily, full-wave electromagnetic (EM) simulations. EM analysis is capable of giving an accurate account for cross-coupling effects, substrate and radiation losses, or interactions with environmental components (e.g., connectors). Unfortunately, direct execution of EM-based design tasks such as parametric optimization or uncertainty quantification, may turn prohibitively expensive in computational terms. A workaround has been offered by surrogate-assisted procedures that capitalize on replacing expensive EM simulations by fast metamodels, notably data-driven ones. However, construction of general-purpose metamodels is impeded by the curse of dimensionality as well as a limited capability of approximation techniques to represent highly nonlinear responses of microwave devices. This paper proposes a novel technique that integrates the performance-driven modeling paradigm as well as variable-resolution EM simulations. The former focuses the construction of the surrogate in the parameter space subset encompassing high-quality designs, which effectively addresses the dimensionality issues. The latter—realized through co-kriging—contributes to further computational savings by executing the majority of circuit evaluations at the level of coarse-discretization EM analysis. Verification experiments conducted for three microstrip components demonstrate superiority of the proposed approach over existing performance-driven techniques, let alone conventional modeling procedures, both with respect to accuracy and computational cost of the surrogate construction.
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- Category:
- Articles
- Type:
- artykuły w czasopismach
- Published in:
-
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES
no. 70,
pages 4740 - 4750,
ISSN: 0018-9480 - Language:
- English
- Publication year:
- 2022
- Bibliographic description:
- Kozieł S., Pietrenko-Dąbrowska A.: Expedited Variable-Resolution Surrogate Modeling of Miniaturized Microwave Passives in Confined Domains// IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES -Vol. 70,iss. 11 (2022), s.4740-4750
- DOI:
- Digital Object Identifier (open in new tab) 10.1109/tmtt.2022.3191327
- Sources of funding:
-
- COST_FREE
- Verified by:
- Gdańsk University of Technology
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