activity
20222024
most citedExperimental Demonstration of ML-Based DWDM System Margin Estimation

3 citations · 7 across the 9 of their papers we have counts for

collaborators

9 papers

cs.NI2024

Demonstration of Cooperative Transport Interface using open-source 5G OpenRAN and virtualised PON network

Frank Slyne, Kevin O Sullivan, Merim Dzaferagic +6

We demonstrate a real-time, converged 5G-PON through the Cooperative Transport Interface, synchronising 5G and PON-DBA upstream schedulers. This innovative approach, implemented us…

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.NI20231 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.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

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…