activity
20162023
most citedExperimental Demonstration of ML-Based DWDM System Margin Estimation

3 citations · 7 across the 13 of their papers we have counts for

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9 papers · 1 filter

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.NI20233 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

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.NI20231 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…