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Fast multi-objective design optimization of microwave and antenna structures using data-driven surrogates and domain segmentation

Abstract

Purpose Strategies and algorithms for expedited design optimization of microwave and antenna structures in multi-objective setup are investigated. Design/methodology/approach Formulation of the multi-objective design problem oriented towards execution of the population-based metaheuristic algorithm within the segmented search space is investigated. Described algorithmic framework exploit variable fidelity modeling, physics- and approximation-based representation of the structure, as well as model correction techniques. The considered approach is suitable for handling various problems pertinent to design of microwave and antenna structures. Numerical case studies are provided demonstrating feasibility of the segmentation-based framework for design of real-world structures in setups with two and three objectives. Findings Formulation of appropriate design problem enables identification of the search space region containing Pareto front which can be further divided into a set of compartments characterized by small combined volume. Approximation model of each segment can be constructed using a small number of training samples and then optimized, at a negligible computational cost, using population-based metaheuristics. Introduction of segmentation mechanism to multi-objective design framework is important to facilitate low cost optimization of many-parameter structures represented by numerically expensive computational models. Further reduction of the design cost can be achieved by enforcing equal-volumes of the search space segments. Research limitations/implications The study summarizes recent advances in low-cost multi-objective design of microwave and antenna structures. The investigated techniques exceed capabilities of conventional design approaches involving direct evaluation of physics-based models for determination of trade-offs between the design objectives, particularly in terms of reliability and reduction of the computational cost. Studies on scalability of segmentation mechanism indicate that computational benefits of the approach decrease with the number of search space segments.

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Category:
Articles
Type:
artykuły w czasopismach
Published in:
ENGINEERING COMPUTATIONS no. 37, pages 753 - 788,
ISSN: 0264-4401
Language:
English
Publication year:
2020
Bibliographic description:
Kozieł S., Bekasiewicz A.: Fast multi-objective design optimization of microwave and antenna structures using data-driven surrogates and domain segmentation// ENGINEERING COMPUTATIONS -Vol. 37,iss. 2 (2020), s.753-788
DOI:
Digital Object Identifier (open in new tab) 10.1108/ec-01-2019-0004
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