Modulation Format Recognition Scheme Based on Discriminant Network in Coherent Optical Communication System

In this paper, we skillfully utilize the discriminative ability of the discriminator to construct a conditional generative adversarial network, and propose a scheme that uses few symbols to achieve high accuracy recognition of modulation formats under low signal-to-noise ratio conditions in coherent optical communication. In the one thousand kilometres G.654E optical fiber transmission system, transmission experiments are conducted on the PDM-QPSK/-8PSK/-16QAM/-32QAM/-64QAM modulation format at 8G/16G/32G baud rates, and the signal-to-noise ratio parameters are traversed under experimental conditions. As a key technology in the next-generation elastic optical networks, the modulation format recognition scheme proposed in this paper achieves 100% recognition of the above five modulation formats without distinguishing signal transmission rates. The optical signal-to-noise ratio thresholds required to achieve 100% recognition accuracy are 12.4 dB, 14.3 dB, 15.4 dB, 16.2 dB, and 17.3 dB, respectively.

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Publication Details

Journal
Electronics
Published
2024-09-28
DOI
https://doi.org/10.3390/electronics13193833
Primary Topic
Wireless Signal Modulation Classification
Type
article
Field-Weighted Citation Impact
0.00

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article

Modulation Format Recognition Scheme Based on Discriminant Network in Coherent Optical Communication System

Josep M. Fàbrega, Fu Wang, Yiqun Pan, José A. Lázaro et al.
Electronics
Wireless Signal Modulation Classification
article

Modulation Format Recognition Scheme Based on Discriminant Network in Coherent Optical Communication System

Josep M. Fàbrega, Fu Wang, Yiqun Pan, José A. Lázaro, Xiangjun Xin, Qinghua Tian, Yongjun Wang, Qi Zhang, Sitong Zhou, Fangxu Yang
article en

Abstract

In this paper, we skillfully utilize the discriminative ability of the discriminator to construct a conditional generative adversarial network, and propose a scheme that uses few symbols to achieve high accuracy recognition of modulation formats under low signal-to-noise ratio conditions in coherent optical communication. In the one thousand kilometres G.654E optical fiber transmission system, transmission experiments are conducted on the PDM-QPSK/-8PSK/-16QAM/-32QAM/-64QAM modulation format at 8G/16G/32G baud rates, and the signal-to-noise ratio parameters are traversed under experimental conditions. As a key technology in the next-generation elastic optical networks, the modulation format recognition scheme proposed in this paper achieves 100% recognition of the above five modulation formats without distinguishing signal transmission rates. The optical signal-to-noise ratio thresholds required to achieve 100% recognition accuracy are 12.4 dB, 14.3 dB, 15.4 dB, 16.2 dB, and 17.3 dB, respectively.

ElectronicsVol. 13(19)
Beijing Institute of Technology (CN), Beijing University of Posts and Telecommunications (CN), Centre Tecnologic de Telecomunicacions de Catalunya (ES), Universitat Politècnica de Catalunya (ES)
National Natural Science Foundation of China, National Key Research and Development Program of China
Openalex Percentile: Top 85%
Wireless Signal Modulation Classification
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