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Concept and Experimental Demonstration of Optical IM/DD End-to-End System Optimization using a Generative Model

Karanov, B; Chagnon, M; Aref, V; Lavery, D; Bayvel, P; Schmalen, L; (2020) Concept and Experimental Demonstration of Optical IM/DD End-to-End System Optimization using a Generative Model. In: Optical Fiber Communication Conference. OSA: San Diego, CA, USA. Green open access

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Abstract

We perform an experimental end-to-end transceiver optimization via deep learning using a generative adversarial network to approximate the test-bed channel. Previously, optimization was only possible through a prior assumption of an explicit simplified channel model.

Type: Proceedings paper
Title: Concept and Experimental Demonstration of Optical IM/DD End-to-End System Optimization using a Generative Model
Event: 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020
Open access status: An open access version is available from UCL Discovery
DOI: 10.1364/OFC.2020.Th2A.48
Publisher version: https://doi.org/10.1364/OFC.2020.Th2A.48
Language: English
Additional information: This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions.
UCL classification: UCL
UCL > Provost and Vice Provost Offices
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Electronic and Electrical Eng
URI: https://discovery.ucl.ac.uk/id/eprint/10100110
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