Artificial neural networks for photonic applications—from algorithms to implementation: tutorial
This tutorial–review on applications of artificial neural networks in photonics targets a broad
audience, ranging from optical research and engineering communities to computer science …
audience, ranging from optical research and engineering communities to computer science …
Recent advances in constellation optimization for fiber-optic channels
Recent advances in constellation optimization for fiber-optic channels Page 1 Recent
advances in constellation optimization for fiber-optic channels Metodi P. Yankov(1), Ognjen …
advances in constellation optimization for fiber-optic channels Metodi P. Yankov(1), Ognjen …
Geometric constellation sha** for fiber-optic channels via end-to-end learning
End-to-end learning has become a popular method to optimize a constellation shape of a
communication system. When the channel model is differentiable, end-to-end learning can …
communication system. When the channel model is differentiable, end-to-end learning can …
Deep neural network-aided soft-demap** in coherent optical systems: Regression versus classification
We examine here what type of predictive modelling, classification, or regression, using
neural networks (NN), fits better the task of soft-demap** based post-processing in …
neural networks (NN), fits better the task of soft-demap** based post-processing in …
Bayesian generative adversarial network emulator based end-to-end learning strategy of the probabilistic sha** for OAM mode division multiplexing IM/DD …
Q Xu, R Gao, H Chang, Z Li, F Wang, Y Cui, J Liu… - Optics …, 2023 - opg.optica.org
Orbital angular momentum (OAM) mode division multiplexing (MDM) has emerged as a new
multiplexing technology that can significantly increase transmission capacity. In addition …
multiplexing technology that can significantly increase transmission capacity. In addition …
Memory-aware end-to-end learning of channel distortions in optical coherent communications
We implement a new variant of the end-to-end learning approach for the performance
improvement of an optical coherent-detection communication system. The proposed solution …
improvement of an optical coherent-detection communication system. The proposed solution …
End-to-end optimization of constellation sha** for Wiener phase noise channels with a differentiable blind phase search
As the demand for higher data throughput in coherent optical communication systems
increases, we need to find ways to increase capacity in existing and future optical …
increases, we need to find ways to increase capacity in existing and future optical …
End-to-end deep learning for a flexible coherent PON with user-specific constellation optimization
S ** model framework
Since visible-light communication (VLC) has become an increasingly promising candidate
for 6G, the field of underwater visible-light communication (UVLC) has also garnered …
for 6G, the field of underwater visible-light communication (UVLC) has also garnered …
High-cardinality hybrid sha** for 4D modulation formats in optical communications optimized via end-to-end learning
V Oliari, B Karanov, S Goossens, G Liga… - ar**
(GS) for four-dimensional (4D) modulation formats in long-haul coherent wavelength …
(GS) for four-dimensional (4D) modulation formats in long-haul coherent wavelength …