DNN-assisted phase distance tuned PSK modulation for PAM4-to-QPSK format conversion gateway node

OPTICS EXPRESS(2022)

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摘要
This paper proposes an optical gateway that converts pulse amplitude modulation (PAM) format to phase shift keying (PSK) modulation format, enabling flexible intensity-to-phase mapping without relying on optical-electrical-optical data conversion at heterogenous network connections. A proof-of-principle experiment shows that optically converted PSK signals from regular PAM signals will induce non-uniform irregular phase noise distortion. The proposed optical gateway is designed to provide an optimized phase distance for PSK signals such that an achievable information rate is maximized by a deep learning-based decision on the receiver side. The phase distance-tuned PSK signals offer performance improvement of about 4 dB gain at a target generalized mutual information by making use of a digital neural network recovery. (C) 2022 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement
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关键词
psk modulation,optical geometric constellation,dnn-assisted,to-qpsk
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