End-to-end learning of joint geometric and probabilistic constellation shaping
We present a novel autoencoder-based learning of joint geometric and probabilistic
constellation shaping for coded-modulation systems. It can maximize either the mutual …
constellation shaping for coded-modulation systems. It can maximize either the mutual …
Intra-channel nonlinearity mitigation in optical fiber transmission systems using perturbation-based neural network
In this work, a perturbation-based neural network (P-NN) scheme with an embedded
bidirectional long short-term memory (biLSTM) layer is investigated to compensate for the …
bidirectional long short-term memory (biLSTM) layer is investigated to compensate for the …
Noisy samples-robust Neural Network-based Equalizer for Coherent Optical Transmission Nonlinearity Compensation
L Deng, Z Cao, L Dai, Z Zhang, S Yao, Q Yang, D Liu - 2024 - researchsquare.com
Nonlinear impairments introduced by optical/electrical components in coherent transceivers
(CO-TRx) and optical fiber are the primary bottleneck for enhancing optical transmission …
(CO-TRx) and optical fiber are the primary bottleneck for enhancing optical transmission …
End-to-end learning for the nonlinear fiber channel
O Jovanovic - 2022 - orbit.dtu.dk
The ever–growing data traffic demand has been driving the optical networks to constantly
evolve over the years. To efficiently meet this demand, the future optical communication …
evolve over the years. To efficiently meet this demand, the future optical communication …
Deep learning methods for nonlinearity mitigation in coherent fiber-optic communication links
V Neskorniuk - 2022 - publications.aston.ac.uk
Nowadays, the demand for telecommunication services is rapidly growing. To meet this
everincreasing connectivity demand telecommunication industry needs to maintain the …
everincreasing connectivity demand telecommunication industry needs to maintain the …
[PDF][PDF] Transceiver Impairments Compensation via Deep Learning for High Baud-Rate Coherent Systems
JH da Cruz Júnior, JF Martins Filho, RCAA Júnior… - biblioteca.sbrt.org.br
In this paper, we propose a transceiver impairments compensation method employing deep
learning equalization for high baud-rate coherent optical systems. The method is based on a …
learning equalization for high baud-rate coherent optical systems. The method is based on a …