4 papers · 1 filter
Complex-Valued Neural Networks for Ultra-Reliable Massive MIMO
Pedro Benevenuto Valadares, Jonathan Aguiar Soares, Kayol Mayer +1
In the evolving landscape of 5G and 6G networks, the demands extend beyond high data rates, ultra-low latency, and extensive coverage, increasingly emphasizing the need for reliabi…
Deep Complex-valued Radial Basis Function Neural Networks and Parameter Selection
Jonathan A. Soares, VinÃcius H. Luiz, Dalton S. Arantes +1
In the ever-evolving field of artificial neural networks and learning systems, complex-valued neural networks (CVNNs) have become a cornerstone, achieving exceptional performance i…
Online ML-based Joint Channel Estimation and MIMO Decoding for Dynamic Channels
Luiz Fernando Moreira Teixeira, Vinicius Henrique Luiz, Jonathan Aguiar Soares +2
This paper presents an online method for joint channel estimation and decoding in massive MIMO-OFDM systems using complex-valued neural networks (CVNNs). The study evaluates the pe…
On the Parameter Selection of Phase-transmittance Radial Basis Function Neural Networks for Communication Systems
Jonathan A. Soares, Kayol S. Mayer, Dalton S. Arantes
In the ever-evolving field of digital communication systems, complex-valued neural networks (CVNNs) have become a cornerstone, delivering exceptional performance in tasks like equa…