activity
20152022
most citedEnd-to-end Deep Learning of Optical Fiber Communications

429 citations · 1.2k across the 29 of their papers we have counts for

collaborators
Showing 2020Show all

7 papers · 1 filter

cs.IT2020★ 38 cited

Geometric Shaping of 2-Dimensional Constellations in the Presence of Laser Phase Noise

Hubert Dzieciol, Gabriele Liga, Eric Sillekens +2

In this paper, we propose a geometric shaping (GS) strategy to design 8, 16, 32 and 64-ary modulation formats for the optical fibre channel impaired by both additive white Gaussian…

eess.SP2020

Modulation Format Dependent, Closed-Form Formula for Estimating Nonlinear Interference in S+C+L Band Systems

Daniel Semrau, Lidia Galdino, Eric Sillekens +3

A closed-form formula for the nonlinear interference estimation of arbitrary modulation formats in ultra-wideband transmission systems is presented. Enabled by the proposed approac…

eess.SP2020★ 1 cited

Experimental Investigation of Deep Learning for Digital Signal Processing in Short Reach Optical Fiber Communications

Boris Karanov, Mathieu Chagnon, Vahid Aref +4

We investigate methods for experimental performance enhancement of auto-encoders based on a recurrent neural network (RNN) for communication over dispersive nonlinear channels. In…

eess.SP2020★ 8 cited

Optical Fiber Communication Systems Based on End-to-End Deep Learning

Boris Karanov, Mathieu Chagnon, Vahid Aref +3

We investigate end-to-end optimized optical transmission systems based on feedforward or bidirectional recurrent neural networks (BRNN) and deep learning. In particular, we report…

eess.SP2020★ 5 cited

SWIFT: Scalable Ultra-Wideband Sub-Nanosecond Wavelength Switching for Data Centre Networks

Thomas Gerard, Christopher Parsonson, Zacharaya Shabka +3

We propose a time-multiplexed DS-DBR/SOA-gated system to deliver low-power fast tuning across S-/C-/L-bands. Sub-ns switching is demonstrated, supporting 12250 GHz channels…

eess.SP2020★ 11 cited

Packet Timescale Wavelength Switching Enabled by Regression Optimisation

Thomas Gerard, Hubert Dzieciol, Joshua Benjamin +5

A linear regression algorithm is applied to a digital-supermode distributed Bragg reflector laser to optimise wavelength switching times. The algorithm uses the output of a digital…