Surrogate-Assisted Differential Evolution for the Design of Multimode Resonator Topology : научное издание

Описание

Тип публикации: статья из журнала

Год издания: 2024

Идентификатор DOI: 10.3390/s24155057

Аннотация: <jats:p>The microstrip devices based on multimode resonators represent a class of electromagnetic microwave devices, promising use in tropospheric communication, radar, and navigation systems. The design of wideband bandpass filters, diplexers, and multiplexers with required frequency-selective properties, i.e., bandpass filters, iПоказать полностьюs a complex problem, as electrodynamic modeling is a time-consuming and computationally intensive process. Various planar microstrip resonator topologies can be developed, differing in their topology type, and the search for high-quality structures with unique frequency-selective properties is an important research direction. In this study, we propose an approach for performing an automated search for multimode resonators' conductor topology parameters using a combination of evolutionary computation approach and surrogate modeling. In particular, a variant of differential evolution optimizer is applied, and the model of the target function landscape is built using Gaussian processes. At every iteration of the algorithm, the model is used to search for new high-quality solutions. In addition, a general approach for target function formulation is presented and applied in the proposed approach. The experiments with two microwave filters have demonstrated that the proposed algorithm is capable of solving the problem of tuning two types of topologies, namely three-mode resonators and six-mode resonators, to the required parameters, and the application of surrogated-assisted algorithm has significantly improved overall performance.</jats:p>

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Издание

Журнал: Sensors

Выпуск журнала: Т. 24, 15

Номера страниц: 5057

ISSN журнала: 14248220

Издатель: Molecular Diversity Preservation International

Персоны

  • Stanovov Vladimir (Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, Krasnoyarsk 660037, Russia)
  • Khodenkov Sergey (Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, Krasnoyarsk 660037, Russia)
  • Gorbunov Sergey (School of Space and Information Technology, Siberian Federal University, Krasnoyarsk 660041, Russia)
  • Rozhnov Ivan (School of Space and Information Technology, Siberian Federal University, Krasnoyarsk 660041, Russia)
  • Kazakovtsev Lev (Institute of Informatics and Telecommunications, Reshetnev Siberian State University of Science and Technology, Krasnoyarsk 660037, Russia)

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