Model-Based Machine Learning for Joint Digital Backpropagation and PMD
Compensation

Model-Based Machine Learning for Joint Digital Backpropagation and PMD Compensation

25 January 2020

Christian Hager

Rick M. Bütler

Papers citing "Model-Based Machine Learning for Joint Digital Backpropagation and PMD Compensation"

12 / 12 papers shown

Title
Revisiting Multi-Step Nonlinearity Compensation with Machine Learning Christian Hager H. Pfister Rick M. Bütler G. Liga A. Alvarado 31 11 0 22 Apr 2019
What Can Machine Learning Teach Us about Communications? Mengke Lian Christian Hager H. Pfister 50 18 0 22 Jan 2019
Wideband Time-Domain Digital Backpropagation via Subband Processing and Deep Learning Christian Hager H. Pfister 50 19 0 04 Jul 2018
ASIC Implementation of Time-Domain Digital Backpropagation with Deep-Learned Chromatic Dispersion Filters C. Fougstedt Christian Hager L. Svensson H. Pfister P. Larsson-Edefors 35 15 0 19 Jun 2018
Approximating the Void: Learning Stochastic Channel Models from Observation with Variational Generative Adversarial Networks Tim O'Shea Tamoghna Roy Nathan E. West GAN 34 129 0 16 May 2018
Deep Learning of Geometric Constellation Shaping including Fiber Nonlinearities R. Jones T. Eriksson M. Yankov D. Zibar FedML 27 86 0 10 May 2018
Achievable Information Rates for Nonlinear Fiber Communication via End-to-end Autoencoder Learning Shen Li Christian Hager Nil Garcia H. Wymeersch 22 72 0 20 Apr 2018
End-to-end Deep Learning of Optical Fiber Communications B. Karanov M. Chagnon F. Thouin T. Eriksson H. Bülow D. Lavery P. Bayvel Laurent Schmalen 66 286 0 11 Apr 2018
Deep Learning of the Nonlinear Schrödinger Equation in Fiber-Optic Communications Christian Hager H. Pfister 36 41 0 09 Apr 2018
Nonlinear Interference Mitigation via Deep Neural Networks Christian Hager H. Pfister 48 139 0 17 Oct 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 128 2,188 0 02 Feb 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 850 149,474 0 22 Dec 2014