Neskorniuk, Vladislav, Freire de Carvalho Souza, Pedro Jorge, Napoli, Antonio, Spinnler, Bernhard, Schairer, Wolfgang, Prilepsky, Jaroslaw E., Costa, Nelson and Turitsyn, Sergei K. (2021). Simplifying the Supervised Learning of Kerr Nonlinearity Compensation Algorithms by Data Augmentation. IN: 2020 European Conference on Optical Communications, ECOC 2020. 2020 European Conference on Optical Communications, ECOC 2020 . BEL: IEEE.
Abstract
We propose a data augmentation technique to improve performance and decrease complexity of the supervised learning of nonlinearity compensation algorithms. We demonstrate both numerically and experimentally that the augmentation allows reducing the training dataset size up to 6 times while keeping the same post-compensation bit-error rate.
| Publication DOI: | https://doi.org/10.1109/ECOC48923.2020.9333417 |
|---|---|
| Divisions: | College of Engineering & Physical Sciences > Aston Institute of Photonics Technology (AIPT) College of Engineering & Physical Sciences Aston University (General) |
| Additional Information: | © 2020 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
| Event Title: | 2020 European Conference on Optical Communications |
| Event Type: | Other |
| Event Dates: | 2020-12-06 - 2020-12-10 |
| Uncontrolled Keywords: | Computer Networks and Communications,Electronic, Optical and Magnetic Materials,Instrumentation,Atomic and Molecular Physics, and Optics |
| ISBN: | 978-1-7281-7362-7, 978-1-7281-7361-0 |
| Last Modified: | 08 Nov 2024 08:29 |
| Date Deposited: | 21 Jul 2021 13:34 |
| Full Text Link: | |
| Related URLs: |
https://ieeexpl ... ocument/9333417
(Publisher URL) http://www.scop ... tnerID=8YFLogxK (Scopus URL) |
PURE Output Type: | Conference contribution |
| Published Date: | 2021-02-04 |
| Accepted Date: | 2020-12-01 |
| Authors: |
Neskorniuk, Vladislav
(
0000-0002-3358-153X)
Freire de Carvalho Souza, Pedro Jorge (
0000-0003-3145-1018)
Napoli, Antonio Spinnler, Bernhard Schairer, Wolfgang Prilepsky, Jaroslaw E. (
0000-0002-3035-4112)
Costa, Nelson Turitsyn, Sergei K. (
0000-0003-0101-3834)
|
CORE (COnnecting REpositories)
CORE (COnnecting REpositories)