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Coherent all Optical Reservoir Computing for Equalization of Impairments in Coherent Fiber Optic Communication Systems

Authors :
Shiva Kumar
Mahmoud M. T. Maghrabi
Mohamed H. Bakr
Toshihiko Hirooka
Masataka Nakazawa
Source :
IEEE Photonics Journal, Vol 16, Iss 5, Pp 1-10 (2024)
Publication Year :
2024
Publisher :
IEEE, 2024.

Abstract

Reservoir computing (RC) is a bio-inspired framework suited for temporal data processing. Here we propose an all optical coherent RC for the equalization of the impairments of fiber optic (FO) system based on coherent detection. We compare the performances of the RC systems based on semiconductor saturable absorber mirror (SESAM) and highly nonlinear waveguide (HNLW). For a dispersion managed long haul FO system in which the nonlinear penalty is dominant, we find that the SESAM outperforms the HNLW due to its larger nonlinear memory. In contrast, for the equalization of dispersive impairments in a short haul FO system such as data center networks, we find that the HNLW has a much superior performance due to its larger linear memory.

Details

Language :
English
ISSN :
19430655
Volume :
16
Issue :
5
Database :
Directory of Open Access Journals
Journal :
IEEE Photonics Journal
Publication Type :
Academic Journal
Accession number :
edsdoj.62d5785bb0034fa388cda4a40b506478
Document Type :
article
Full Text :
https://doi.org/10.1109/JPHOT.2024.3462438