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 …
ExtraTrees-hidden Markov model based equalizer for mode division multiplexing ring-core fiber communication with non-orthogonal MultiCAP modulation
Y Cui, X Xin, R Gao, Q Zhang, H Yao - Optics Express, 2024 - opg.optica.org
This paper presents an orbital angular momentum mode division multiplexing (OAM-MDM)
ring-core fiber transmission method based on non-orthogonal multiband carrierless …
ring-core fiber transmission method based on non-orthogonal multiband carrierless …
Hidden conditional random field-based equalizer for the 3D-CAP-64 transmission of OAM mode-division multiplexed ring-core fiber communication
Y Cui, R Gao, Q Zhang, Y Wang, J Liu, F Wang… - Optics …, 2023 - opg.optica.org
As a key technique for achieving ultra-high capacity optical fiber communications, orbital
angular momentum (OAM) mode-division multiplexing (MDM) is affected by severe …
angular momentum (OAM) mode-division multiplexing (MDM) is affected by severe …
Inter-channel nonlinearity compensation in long-haul optical fiber communication using overlapped-dense LSTM network: Complexity reduction and visual …
X Hu, X Yi, Y Chen, F Li, C Lu - Optics Communications, 2024 - Elsevier
The nonlinear distortion resulted from the Kerr effect in optical fibers limits the transmission
capacity in long-haul optical fiber communications. In wavelength-division multiplexing …
capacity in long-haul optical fiber communications. In wavelength-division multiplexing …
Wide and Deep Learning-Aided Nonlinear Equalizer for Coherent Optical Communication Systems
Z Jiang, X Liu, L Zhang - Photonics, 2024 - mdpi.com
In this study, we developed a wide and deep network-based nonlinear equalizer to
compensate for nonlinear impairment in coherent optical communication systems. In our …
compensate for nonlinear impairment in coherent optical communication systems. In our …
Self-supervised learning for neural-network-based perturbative fiber nonlinearity compensation
D Tang, Y Jiang, Z Wu, Y Qiao - 49th European Conference on …, 2023 - ieeexplore.ieee.org
A self-supervised learning scheme is proposed for neural-network-based perturbative fiber
nonlinearity compensation with a designed proxy task by using phase-conjugated unknown …
nonlinearity compensation with a designed proxy task by using phase-conjugated unknown …
An Overlapped-Dense LSTM Neural Network for Nonlinear Optical Fiber Transmissions
X Hu, X Yi, Y Chen, W Sun - 2023 21st International …, 2023 - ieeexplore.ieee.org
An Overlapped-Dense LSTM Neural Network for Nonlinear Optical Fiber Transmissions
Page 1 An Overlapped-Dense LSTM Neural Network for Nonlinear Optical Fiber …
Page 1 An Overlapped-Dense LSTM Neural Network for Nonlinear Optical Fiber …
Fiber Nonlinear Effects Compensation by Using Multi-Head Self-Attention Bi-LSTM
X Feng, Z Fang, X Yang, L Xi… - 2023 21st International …, 2023 - ieeexplore.ieee.org
A bi-directional long short-term memory neural network based nonlinear equalizer with multi-
head self-attention mechanism is proposed. The Q-factors of single-channel and 5-channel …
head self-attention mechanism is proposed. The Q-factors of single-channel and 5-channel …
In-situ lithium-ion battery power line communication with quadrature amplitude modulation
MJ Koshkouei - 2022 - wrap.warwick.ac.uk
Battery electric vehicles (BEVs) are an important alternative to internal combustion engine
vehicles (ICEVs) owing to reduced greenhouse and poisonous emissions overall when …
vehicles (ICEVs) owing to reduced greenhouse and poisonous emissions overall when …