Role of deep learning in wireless communications

W Yu, F Sohrabi, T Jiang - IEEE BITS the Information Theory …, 2022 - ieeexplore.ieee.org
… Specifically, we show that in a wireless communication system involving a reconfigurable …
We show that selecting the right neural network architecture to match the problem structure …

Neural networks in wireless networks: Techniques, applications and guidelines

N Ahad, J Qadir, N Ahsan - Journal of network and computer applications, 2016 - Elsevier
… in the wireless networks community, the well-established AI framework of neural networks
(… applied in a wide variety of settings in wireless networks. In particular, NNs are especially …

Predicting wireless channel features using neural networks

S Navabi, C Wang, OY Bursalioglu… - … on communications …, 2018 - ieeexplore.ieee.org
… the same propagation environment are used to train neural networks. Our studies rely on
ray-… We train neural networks that exploit different combinations of measured features at the BS …

Online energy-efficient power control in wireless networks by deep neural networks

A Zappone, M Debbah, Z Altman - … in Wireless Communications …, 2018 - ieeexplore.ieee.org
… how deep learning by artificial neural networks (ANNs) … in wireless interference networks.
A deep ANN architecture is proposed and trained to take as input the network communication

Multiuser detection in SDMA–OFDM wireless communication system using complex multilayer perceptron neural network

KP Bagadi, S Das - Wireless personal communications, 2014 - Springer
… In this paper, complex multi layer perceptron (CMLP) neural network model is suggested for
MUD in SDMA–OFDM system as it do both channel approximation and MUD simultaneously…

Wireless networks design in the era of deep learning: Model-based, AI-based, or both?

A Zappone, M Di Renzo… - … on Communications, 2019 - ieeexplore.ieee.org
… on artificial neural networks will be an indispensable tool for the design and operation of
future wireless communication networks, and our vision of how artificial neural networks should …

Device‐Free Wireless Localization Using Artificial Neural Networks in Wireless Sensor Networks

Y Sun, X Zhang, X Wang… - Wireless Communications …, 2018 - Wiley Online Library
… research hot spots in Wireless Sensors Networks (WSNs). … wireless localization system
using Artificial Neural Networks (… our proposed device-free wireless localization system is able …

Underground channel model for visible light wireless communication based on neural networks

S Riurean, O Stoicuta, M Leba, A Ionica… - World Conference on …, 2020 - Springer
… a reliable wireless Visible Light Communication (VLC) system… is established with a feedforward
neural network (NN), with a … a suitable mathematical model and neural networks (NNs). …

Wireless communication design using neural networks and deep learning

R Singh, V Khurana, MS Reddy… - … communication and …, 2022 - ieeexplore.ieee.org
… Abstract- According to this report, the most innovative and active area of the communications
business is wireless communications. Data may be sent wirelessly between two places …

Artificial neural network based modeling of GaAs HBT and power amplifier design for wireless communication system

MS Alam, O Farooq, GA Armstrong - 2006 International …, 2006 - ieeexplore.ieee.org
… In this work, a two-layered neural network architecture (4 The most common models for HBTs
are compact models such neurons in first layer and 1 neuron in second layer) is used to as …