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Improved-Efficacy EM-Driven Optimization of Antenna Structures Using Adaptive Design Specifications and Variable-Resolution Models
Abstract
Optimization-driven parameter tuning is an essential step in the design of antenna systems. Although in many cases it is still conducted through parametric studies, rigorous numerical methods become a necessity if truly optimum designs are sought for, and the problem intricacies (number of variables, multiple goals, constraints) make the interactive approaches insufficient. The two practical considerations of electromagnetic (EM)-driven optimization are reliability and computational cost. Repetitive EM simulations may incur unmanageable expenses, whereas the lack of a decent starting point or objective function multimodality may prevent the numerical procedures (especially the local ones) from identifying satisfactory designs. In pursuit of reliability improvements, a design specification adjustment procedure has been recently proposed that improves the immunity of local search procedures to poor starting points. Therein, the objective function is modified by relocating the design goals (e.g., center frequencies) closer to the actual operating parameters of the antenna at the current design, to make them attainable through local search. The goals are then gradually adjusted and converge to the original targets towards then end of the optimization process. In this paper, we introduce an algorithm for reliable and low-cost antenna tuning that capitalizes on the specification management scheme while embedding it in variable-resolution optimization framework. In our approach, the EM model fidelity is adaptively adjusted based on the misalignment between the actual and target operating conditions, as well as the convergence status of the algorithm. By initiating the search process from the lowest-fidelity model (gradually dialed up to the highest-fidelity one), considerable computational savings of almost sixty percent can be achieved, with respect to the single-fidelity procedure. The speedup is possible without compromising reliability of the optimization process, as demonstrated using three examples of microstrip antennas, designed under different and challenging scenarios.
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- Category:
- Articles
- Type:
- artykuły w czasopismach
- Published in:
-
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION
no. 71,
pages 1863 - 1874,
ISSN: 0018-926X - Language:
- English
- Publication year:
- 2023
- Bibliographic description:
- Kozieł S., Pietrenko-Dąbrowska A.: Improved-Efficacy EM-Driven Optimization of Antenna Structures Using Adaptive Design Specifications and Variable-Resolution Models// IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION -Vol. 71,iss. 2 (2023), s.1863-1874
- DOI:
- Digital Object Identifier (open in new tab) 10.1109/tap.2023.3234167
- Sources of funding:
-
- COST_FREE
- Verified by:
- Gdańsk University of Technology
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