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

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Showing 2019Show all

7 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…

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

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

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…