activity
20112023
most citedMulti-Dimensional Convergence in Future 5G Networks

67 citations · 177 across the 30 of their papers we have counts for

collaborators
Showing 2023Show all

16 papers · 1 filter

cs.NI2023

Resource Cooperation in MEC and SDN based Vehicular Networks

Beiran Chen, Marco Ruffini

Internet of Things (IoT) systems require highly scalable infrastructure to adaptively provide services to meet various performance requirements. Combining Software-Defined Networki…

cs.NI2023

Metro Access Network with Convergence of Coherent and Analog RoF Data Services

Amol Delmade, Frank Slyne, Colm Browning +2

Efficient use of spectral resources will be an important aspect of converged access network deployment. This work analyzes the performance of variable bandwidth Analog Radio-over-F…

cs.NI2023★ 1 cited

Self-Normalizing Neural Network, Enabling One Shot Transfer Learning for Modeling EDFA Wavelength Dependent Gain

Agastya Raj, Zehao Wang, Frank Slyne +3

We present a novel ML framework for modeling the wavelength-dependent gain of multiple EDFAs, based on semi-supervised, self-normalizing neural networks, enabling one-shot transfer…

cs.NI2023

Two-tier PON virtualisation with scheduler synchronization supporting application-level ultra-low latency in MEC based Cloud-RAN, using MESH-PON

Sandip Das, Frank Slyne, Daniel Kilper +1

Ultra-low end-to-end latency is one of the most important requirements in 5G networks and beyond to support latency-critical applications. Cloud-RAN and MEC are considered as the k…

cs.NI2023★ 3 cited

Experimental Demonstration of ML-Based DWDM System Margin Estimation

Jasper Müller, Frank Slyne, Kaida Kaeval +6

SNR margins between partially and fully loaded DWDM systems are estimated without detailed knowledge of the network. The ML model, trained on simulation data, achieves accurate pre…

cs.NI2023

Optical Networks and Interconnects

Carmen Mas-Machuca, Lena Wosinska, Marco Ruffini +1

The rapid evolution of communication technologies such as 5G and beyond, rely on optical networks to support the challenging and ambitious requirements that include both capacity a…

cs.NI2023

Experimental Demonstration of Network Convergence with Coherent and AnalogRadio-over-Fibre signals For Densified 5.5G/6G Small Cell Networks

Frank Slyne, Colm Browning, Amol Delmade +2

In this work we analyse and demonstrate the coexistence of digital coherent and analogue radio over fibre signals over an access-metro transmission network and field fibre. We anal…

cs.NI2023

Employing Channel Probing to Derive End-of-Life Service Margins for Optical Spectrum Services. To appear in OPTICA Journal of Optical Communications and Networking

K. Kaeval, F. Slyne, S. Troia +8

Optical Spectrum as a Service (OSaaS) spanning over multiple transparent optical network domains, can significantly reduce the investment and operational costs of the end-to-end se…

cs.NI2023

Machine Learning-based Early Attack Detection Using Open RAN Intelligent Controller

Bruno Missi Xavier, Merim Dzaferagic, Diarmuid Collins +3

We design and demonstrate a method for early detection of Denial-of-Service attacks. The proposed approach takes advantage of the OpenRAN framework to collect measurements from the…

cs.NI2023★ 1 cited

Energy Efficient SDN and SDR Joint Adaptation of CPU Utilization Based on Experimental Data Analytics

Beiran Chen, Frank Slyne, Marco Ruffini

In this paper we propose a hybrid softwarized architecture of Network Function Virtualization (NFV) where Software-Defined Networking (SDN) and Software-Defined Radio (SDR) compone…

cs.NI2023★ 1 cited

A Novel low-latency DBA for Virtualised PON implemented through P4 In-Network Processing

D. R. Mafioletti, F. Slyne, R. Giller +3

We present a novel dual-DBA allocation, with a fast P4-enabled scheduler to provide low latency upstream grant allocations. We show latency reduction of 37% and 43%, respectively,…

cs.NI2023

Demonstration of a low latency bandwidth allocation mechanism for mission critical applications in virtual PONs with P4 programmable hardware

D. R. Mafioletti, F. Slyne, R. Giller +4

We provide a real-time demonstration of a low-latency PON DBA mechanism, optimised for virtual PONs. Our implementation mixes P4 programmable data plane and software-based virtual…

cs.NI2023

Connected OFCity Challenge: an updated perspective on technology for connected cities

M. Ruffini, C. Xie, L. shi +1

This paper gives an update on technologies discussed during three OFC events, called 'The Connected OFCity Challenge', from 2016 to 2018. It focuses on research development and fie…

cs.NI2023

Real-time, low latency virtual DBA hypervisor for SLA-compliant multi-service operations over shared Passive Optical Networks

Arijeet Ganguli, Frank Slyne, Marco Ruffini

We present a heuristic algorithm for a PON upstream scheduling hypervisor,supporting low latency services with strict service-level agreement. The algorithm achieves near-optimal p…

cs.LG2023

ML Approach for Power Consumption Prediction in Virtualized Base Stations

Merim Dzaferagic, Jose A. Ayala-Romero, Marco Ruffini

The flexibility introduced with the Open Radio Access Network (O-RAN) architecture allows us to think beyond static configurations in all parts of the network. This paper addresses…

cs.NI2023★ 1 cited

Fairness Guaranteed and Auction-based x-haul and Cloud Resource Allocation in Multi-tenant O-RANs

Sourav Mondal, Marco Ruffini

The open-radio access network (O-RAN) embraces cloudification and network function virtualization for base-band function processing by dis-aggregated radio units (RUs), distributed…