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.
Authors
- Josep M. Fàbrega (ORCID: https://orcid.org/0000-0001-9285-9768)
- Fu Wang (ORCID: https://orcid.org/0000-0002-5596-4208)
- Yiqun Pan (ORCID: https://orcid.org/0000-0003-4890-4378)
- José A. Lázaro (ORCID: https://orcid.org/0000-0002-5592-8434)
- Xiangjun Xin (ORCID: https://orcid.org/0000-0002-1690-056X)
- Qinghua Tian (ORCID: https://orcid.org/0000-0002-1169-9078)
- Yongjun Wang (ORCID: https://orcid.org/0000-0001-9883-2099)
- Qi Zhang (ORCID: https://orcid.org/0000-0003-1884-5530)
- Sitong Zhou (ORCID: https://orcid.org/0000-0003-2082-742X)
- Fangxu Yang (ORCID: https://orcid.org/0009-0001-1065-3000)
Institutions
- Beijing Institute of Technology (CN)
- Beijing University of Posts and Telecommunications (CN)
- Centre Tecnologic de Telecomunicacions de Catalunya (ES)
- Universitat Politècnica de Catalunya (ES)
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
Funders
- National Natural Science Foundation of China
- National Key Research and Development Program of China