Prediction of round-trip time in 5g nsa networks in urban environment

S Zinno, A Botta, G Ventre… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Latency is a critical component in influencing application performance and user experience,
and it is widely measured through Round Trip Time (RTT). In this work, we aim at predicting …

Prediction of RTT Through Radio-Layer Parameters in 4G/5G Dual-Connectivity Mobile Networks

S Zinno, A Affinito, N Pasquino… - … IEEE Symposium on …, 2023 - ieeexplore.ieee.org
With E-UTRA-NR Dual Connectivity, terminals can connect to 4G Long-Term Evolution and
5G New Radio networks at the same time. This technology allows using multiple bandwidths …

QoE for Interactive Services in 5G Networks: Data-driven Analysis and ML-based Prediction

S Zinno, G Caso, N Pasquino, A Botta… - … on Network and …, 2024 - ieeexplore.ieee.org
Nowadays, the focus in 5G networks has shifted from Quality of Service (QoS) to Quality of
Experience (QoE) characterisation and prediction. As a matter of fact, mobile operators are …

A comparative approach of unsupervised machine learning techniques for LTE network parameter clustering

N Pasquino, S Zinno, F Cotugno… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
This paper presents a multivariate analysis of Long Term Evolution (LTE) cellular network
physical layers parameters. Supporting a Multiple Input Multiple Output (MIMO) configuration …