2<sup>nd</sup> Order Backward Raman Amplifier Design Using Autoencoder for C+L Band Transmission

We propose machine learning based 2<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">nd</sup> order backward Raman amplifier design using autoencoder and a two-step training process. We demonstrate 0.18 dB RMS error for target Raman gain profile of 10 dB in C+L band transmission.

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Published
2024-08-04
DOI
https://doi.org/10.1109/cleo-pr60912.2024.10676548
Citations
1
Primary Topic
Optical Network Technologies
Type
article
Field-Weighted Citation Impact
0.21
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article

2nd Order Backward Raman Amplifier Design Using Autoencoder for C+L Band Transmission

Inwoong Kim, Paparao Palacharla, Olga Vassilieva, Youichi Akasaka
1 citations
Optical Network Technologies
0.21
article

2nd Order Backward Raman Amplifier Design Using Autoencoder for C+L Band Transmission

Inwoong Kim, Paparao Palacharla, Olga Vassilieva, Youichi Akasaka
article en
1 citations

Abstract

We propose machine learning based 2<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">nd</sup> order backward Raman amplifier design using autoencoder and a two-step training process. We demonstrate 0.18 dB RMS error for target Raman gain profile of 10 dB in C+L band transmission.

Fujitsu (United States) (US)
Affordable and clean energy
Openalex Percentile: Top 48%
Optical Network Technologies
0.21
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2<sup>nd</sup> Order Backward Raman Amplifier Design Using Autoencoder for C+L Band Transmission — Inwoong Kim, Paparao Palacharla, et al. · (2024) | TGRS Research Map | TGRS