Programmable and Customized Intelligence for Traffic Steering in 5G Networks Using Open RAN Architectures

2 code implementations • 28 Sep 2022 • Andrea Lacava, Michele Polese, Rajarajan Sivaraj, Rahul Soundrarajan, Bhawani Shanker Bhati, Tarunjeet Singh, Tommaso Zugno, Francesca Cuomo, Tommaso Melodia

This is obtained through custom RAN control applications (i. e., xApps) deployed on near-real-time RAN Intelligent Controller (near-RT RIC) at the edge of the network.

Artificial Intelligence in Vehicular Wireless Networks: A Case Study Using ns-3

no code implementations • 10 Mar 2022 • Matteo Drago, Tommaso Zugno, Federico Mason, Marco Giordani, Mate Boban, Michele Zorzi

Artificial intelligence (AI) techniques have emerged as a powerful approach to make wireless networks more efficient and adaptable.

Reinforcement Learning (RL)

A Reinforcement Learning Framework for PQoS in a Teleoperated Driving Scenario

no code implementations • 4 Feb 2022 • Federico Mason, Matteo Drago, Tommaso Zugno, Marco Giordani, Mate Boban, Michele Zorzi

In recent years, autonomous networks have been designed with Predictive Quality of Service (PQoS) in mind, as a means for applications operating in the industrial and/or automotive sectors to predict unanticipated Quality of Service (QoS) changes and react accordingly.

reinforcement-learning Reinforcement Learning (RL)

MilliCar -- An ns-3 Module for mmWave NR V2X Networks

1 code implementation • 24 Feb 2020 • Matteo Drago, Tommaso Zugno, Michele Polese, Marco Giordani, Michele Zorzi

Vehicle-to-vehicle (V2V) communications have opened the way towards cooperative automated driving as a means to guarantee improved road safety and traffic efficiency.

Networking and Internet Architecture

Implementation of A Spatial Channel Model for ns-3

5 code implementations • 21 Feb 2020 • Tommaso Zugno, Michele Polese, Natale Patriciello, Biljana Bojović, Sandra Lagen, Michele Zorzi

The next generation of wireless networks will feature a more flexible radio access design, integrating multiple new technological solutions (e. g., massive Multiple-Input Multiple-Output (MIMO), millimeter waves) to satisfy different verticals and use cases.

Networking and Internet Architecture Signal Processing

Implementation of Reference Public Safety Scenarios in ns-3

1 code implementation • 17 Feb 2019 • Michele Polese, Tommaso Zugno, Michele Zorzi

Moreover, we present the implementation of two novel mobility models for ns-3, which can be used to enable the simulation of realistic PSC scenarios in ns-3.

Networking and Internet Architecture

Integration of Carrier Aggregation and Dual Connectivity for the ns-3 mmWave Module

6 code implementations • 19 Feb 2018 • Tommaso Zugno, Michele Polese, Michele Zorzi

Thanks to the wide availability of bandwidth, the millimeter wave (mmWave) frequencies will provide very high data rates to mobile users in next generation 5G cellular networks.

Networking and Internet Architecture