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Concept and Experimental Demonstration of Optical IM/DD End-to-End System Optimization using a Generative Model
December 11, 2019 Β· Declared Dead Β· π Optical Fiber Communications Conference and Exhibition
"No code URL or promise found in abstract"
Evidence collected by the PWNC Scanner
Authors
Boris Karanov, Mathieu Chagnon, Vahid Aref, Domaniç Lavery, Polina Bayvel, Laurent Schmalen
arXiv ID
1912.05146
Category
cs.IT: Information Theory
Cross-listed
cs.LG,
eess.SP
Citations
42
Venue
Optical Fiber Communications Conference and Exhibition
Last Checked
6 months ago
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.
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