End-to-end Deep Learning of Optical Fiber Communications

End-to-end Deep Learning of Optical Fiber Communications

11 April 2018

Laurent Schmalen

Papers citing "End-to-end Deep Learning of Optical Fiber Communications"

15 / 15 papers shown

Title
A Hybrid Approach combining ANN-based and Conventional Demapping in Communication for Efficient FPGA-Implementation Jonas Ney Bilal Hammoud Norbert Wehn 18 2 0 11 Apr 2023
End-to-End Learning of Joint Geometric and Probabilistic Constellation Shaping Vahid Aref M. Chagnon 25 30 0 09 Dec 2021
Learning OFDM Waveforms with PAPR and ACLR Constraints Mathieu Goutay Fayccal Ait Aoudia J. Hoydis J. Gorce 13 4 0 21 Oct 2021
CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection with Low Complexity Edgar Beck C. Bockelmann Armin Dekorsy 18 12 0 25 Feb 2021
Physics-Based Deep Learning for Fiber-Optic Communication Systems Christian Hager H. Pfister 16 66 0 27 Oct 2020
Model-Based Machine Learning for Joint Digital Backpropagation and PMD Compensation Rick M. Bütler Christian Hager H. Pfister G. Liga A. Alvarado 31 7 0 23 Oct 2020
Experimental Investigation of Deep Learning for Digital Signal Processing in Short Reach Optical Fiber Communications B. Karanov M. Chagnon Vahid Aref F. Ferreira D. Lavery P. Bayvel Laurent Schmalen 25 26 0 18 May 2020
Neural Turbo Equalization: Deep Learning for Fiber-Optic Nonlinearity Compensation T. Koike-Akino Ye Wang D. Millar K. Kojima K. Parsons 17 33 0 22 Nov 2019
Does deep learning always outperform simple linear regression in optical imaging? Shuming Jiao Yang Gao Jun Feng T. Lei Xiaocong Yuan 28 51 0 31 Oct 2019
A Novel Deep Neural Network Based Approach for Sparse Code Multiple Access Jinzhi Lin Shengzhong Feng Zhile Yang Yun Zhang Yong Zhang 34 32 0 04 Jun 2019
Design of Communication Systems using Deep Learning: A Variational Inference Perspective Vishnu Raj Sheetal Kalyani 39 22 0 18 Apr 2019
Deep Learning-Based Constellation Optimization for Physical Network Coding in Two-Way Relay Networks Toshiki Matsumine T. Koike-Akino Ye Wang 26 24 0 09 Mar 2019
Deep Learning for Signal Demodulation in Physical Layer Wireless Communications: Prototype Platform, Open Dataset, and Analytics Hongmei Wang Zhenzhen Wu Shuai Ma Songtao Lu Han Zhang Guoru Ding Shiyin Li 24 52 0 08 Mar 2019
Nonlinear Interference Mitigation via Deep Neural Networks Christian Hager H. Pfister 29 138 0 17 Oct 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,171 0 02 Feb 2017