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Over-the-fiber Digital Predistortion Using Reinforcement Learning

Song, Jinxiang, 1995 (author)
Chalmers tekniska högskola,Chalmers University of Technology
He, Zonglong, 1994 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Häger, Christian, 1986 (author)
Chalmers tekniska högskola,Chalmers University of Technology
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Karlsson, Magnus, 1967 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Graell I Amat, Alexandre, 1976 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Wymeersch, Henk, 1976 (author)
Chalmers tekniska högskola,Chalmers University of Technology
Schröder, Jochen, 1976 (author)
Chalmers tekniska högskola,Chalmers University of Technology
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 (creator_code:org_t)
ISBN 9781665438681
2021
2021
English.
In: 2021 European Conference on Optical Communication, ECOC 2021. - 9781665438681
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • We demonstrate, for the first time, experimental over-the-fiber training of transmitter neural networks (NNs) using reinforcement learning. Optical back-to-back training of a novel NN-based digital predistorter outperforms arcsine-based predistortion with up to 60% bit-error-rate reduction.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Telekommunikation (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Telecommunications (hsv//eng)
NATURVETENSKAP  -- Fysik -- Annan fysik (hsv//swe)
NATURAL SCIENCES  -- Physical Sciences -- Other Physics Topics (hsv//eng)
NATURVETENSKAP  -- Data- och informationsvetenskap -- Bioinformatik (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Bioinformatics (hsv//eng)

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