activity
20052024
most citedEnd-to-end Deep Learning of Optical Fiber Communications

429 citations · 2.1k across the 56 of their papers we have counts for

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Showing 2019Show all

10 papers · 1 filter

eess.SP2019★ 2 cited

Experimental Demonstration of Learned Time-Domain Digital Back-Propagation

Eric Sillekens, Wenting Yi, Daniel Semrau +9

We present the first experimental demonstration of learned time-domain digital back-propagation (DBP), in 64-GBd dual-polarization 64-QAM signal transmission over 1014 km. Performa…

cs.IT2019

Concept and Experimental Demonstration of Optical IM/DD End-to-End System Optimization using a Generative Model

Boris Karanov, Mathieu Chagnon, Vahid Aref +3

We perform an experimental end-to-end transceiver optimization via deep learning using a generative adversarial network to approximate the test-bed channel. Previously, optimizatio…

eess.SP2019★ 1 cited

Capacity increases obtained extending the transmission bandwidth in optical communication systems

Gabriel Saavedra, Daniel Semrau, Polina Bayvel

The potential benefits of extending the optical fibre transmission bandwidth are studied. Even in the presence of Kerr nonlinearity and inter-channel stimulated Raman scattering, i…

cs.IT2019★ 17 cited

Deep Learning for Communication over Dispersive Nonlinear Channels: Performance and Comparison with Classical Digital Signal Processing

Boris Karanov, Gabriele Liga, Vahid Aref +3

In this paper, we apply deep learning for communication over dispersive channels with power detection, as encountered in low-cost optical intensity modulation/direct detection (IM/…

eess.SP2019

Overview and Comparison of Nonlinear Interference Modelling Approaches in Ultra-Wideband Optical Transmission Systems

Daniel Semrau, Robert I. Killey, Polina Bayvel

The recent advances in modelling nonlinear interference of systems operating beyond the C-band are discussed. Estimation accuracy as well as computational complexity of current app…

eess.SP2019

Information Rate in Ultra-Wideband Optical Fiber Communication Systems Accounting for High-Order Dispersion

Nikita A. Shevchenko, Tianhua Xu, Cenqin Jin +3

The effect of Kerr-induced optical fiber nonlinearities in C-band (5 THz) EDFA and C+L-band (12.5 THz) Raman-amplified optical communication systems has been studied considering th…

eess.SP2019★ 82 cited

A Modulation Format Correction Formula for the Gaussian Noise Model in the Presence of Inter-Channel Stimulated Raman Scattering

Daniel Semrau, Eric Sillekens, Robert I. Killey +1

A closed-form formula is derived, which corrects for the modulation format dependence of the Gaussian Noise (GN) model in the presence of inter-channel stimulated Raman scattering…

eess.SP2019

74.38 Tb/s Transmission Over 6300 km Single Mode Fiber with Hybrid EDFA/Raman Amplifiers

Maria Ionescu, Domanic Lavery, Adrian Edwards +7

Transmission of 306x35 GBd, dual polarization, 64-ary geometrically shaped channels over 90x70 km of SMF was demonstrated, achieving a net throughput of 74.38 Tb/s. A combination o…

eess.SP2019★ 3 cited

Dual-polarisation Non-linear Frequency-division Multiplexed Transmission with b-Modulation

Xianhe Yangzhang, Vahid Aref, Son Thai Le +3

There has been much interest in the non-linear frequency-division multiplexing (NFDM) transmission scheme in the optical fibre communication system. Up to date, most of the demonst…

cs.IT2019★ 100 cited

End-to-End Optimized Transmission over Dispersive Intensity-Modulated Channels Using Bidirectional Recurrent Neural Networks

Boris Karanov, Domaniç Lavery, Polina Bayvel +1

We propose an autoencoding sequence-based transceiver for communication over dispersive channels with intensity modulation and direct detection (IM/DD), designed as a bidirectional…