A generative machine learning-based approach for inverse design of multilayer metasurfaces

P Naseri, SV Hum - IEEE Transactions on Antennas and …, 2021 - ieeexplore.ieee.org
The synthesis of a metasurface exhibiting a specific set of desired scattering properties is a
time-consuming and resource-demanding process, which conventionally relies on many …

A combined machine-learning/optimization-based approach for inverse design of nonuniform bianisotropic metasurfaces

P Naseri, S Pearson, Z Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Electromagnetic metasurface (EMMS) design based on far-field (FF) constraints without the
complete knowledge of the fields on both sides of the metasurface is typically a time …

Transmitarray antenna design using forward and inverse neural network modeling

G Gosal, D McNamara, M Yagoub - IEEE Antennas and …, 2015 - ieeexplore.ieee.org
Transmitarray work begins with the setting up of a database of transmission coefficients
versus element parameters. This database has to be inverted as part of the design process …

A beam-splitting bianisotropic metasurface designed by optimization and machine learning

S Pearson, P Naseri, SV Hum - IEEE Open Journal of Antennas …, 2022 - ieeexplore.ieee.org
Electromagnetic metasurfaces have attracted significant interest recently due to their low
profile and advantageous applications. Practically, many metasurface designs start with a …

Inverse Design of Metasurfaces Using Machine Learning Techniques

P Naseri - 2023 - search.proquest.com
These days, devices employing electromagnetic waves, such as antennas, have been
intertwined with everyday life such that they are now unrecognizable by a general user …

Inverse Design and Experimental Verification of a Bianisotropic Metasurface Using Optimization and Machine Learning

S Pearson, P Naseri, SV Hum - arXiv preprint arXiv:2204.00433, 2022 - arxiv.org
Electromagnetic metasurfaces have attracted significant interest recently due to their low
profile and advantageous applications. Practically, many metasurface designs start with a …

ИСКУССТВЕННЫЕ НЕЙРОННЫЕ СЕТИ ДЛЯ ПРОЕКТИРОВАНИЯ И АНАЛИЗА АНТЕНН

АЕ Каменсков, ДВ Кусайкин - … технологии: актуальные вопросы …, 2022 - elibrary.ru
В работе представлен обзор текущего состояния области применения нейронных
сетей в задаче синтеза антенн с помою, таких как метаповерхностные антенны и …