Self-adaptive deep reinforcement learning for THz beamforming with silicon metasurfaces in 6G communications

YJ Tan, C Zhu, TC Tan, A Kumar, LJ Wong, Y Chong… - Optics …, 2022 - opg.optica.org
Exponential growth in data rate demands has driven efforts to develop novel beamforming
techniques for realizing massive multiple-input and multiple-output (MIMO) systems in sixth …

Phased antenna array beamforming using convolutional neural networks

R Lovato, X Gong - … on Antennas and Propagation and USNC …, 2019 - ieeexplore.ieee.org
In this research, a novel method of phased antenna array beamforming using a
convolutional neural network is presented. Given a desired 2-dimensional radiation pattern …

Uniform and concentric circular antenna arrays synthesis for smart antenna systems using artificial neural network algorithm

B Hamdi, S Limam, T Aguili - Progress In Electromagnetics Research B, 2016 - jpier.org
Recently, researchers were interested in neural algorithms for optimization problems for
several communication systems. This paper shows a novel algorithm based on neural …

Radiation pattern synthesis of the coupled almost periodic antenna arrays using an artificial neural network model

H Bilel, A Taoufik - Electronics, 2022 - mdpi.com
This paper proposes radiation pattern synthesis of almost periodic antenna arrays including
mutual coupling effects (extracted by Floquet analysis according to our previous work) …

Нейронная сеть для восьмиэлементной фазированной антенной решетки

А Али, АВ Николаев, ПА Титовец - … и информационные технологии, 2021 - elibrary.ru
Приводится описание сформированной обучающей выборки (базы данных), которая
представляет собой массив информации по сдвигам фаз в произвольных …

Deep learning based fast and accurate beamforming for millimeter-wave systems

TS Cousik, VK Shah, JH Reed… - MILCOM 2023-2023 …, 2023 - ieeexplore.ieee.org
The widespread proliferation of mmW devices has led to a surge of interest in antenna
arrays. This interest in arrays is due to their ability to steer beams in desired directions, for …

Radiation performance of satellite reflector antennas using neural networks

TN Kapetanakis… - 2016 Third International …, 2016 - ieeexplore.ieee.org
This paper discusses the development of a neural network array model for predicting the
radiation performance characteristics of the horn fed parabolic reflector and the dipole fed …