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Machine Learning Applied to Optical Communication Systems

This reprint explores how machine learning is revolutionizing optical communication systems, featuring topics ranging from long-haul coherent links and short-reach IM/DD systems to PONs, VLC, and chaos-based secure communication. Covering neural network equalization, optical signal processing, and s...

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Format: Online
Language:English
Published: MDPI - Multidisciplinary Digital Publishing Institute 2025
Subjects:
optical fiber communication
self-coherent detection
machine learning
short-reach transmission
AMCC
WDM-PON
GMM
interference model
probabilistic shaping
quantum-dot (QD) spin-vertical-cavity surface-emitting laser
photonic reservoir computing
chaotic synchronization
coherent optical chaos secure communication
silicon photonics (SiPh)
silicon-on-insulator (SOI)
pulse amplitude modulation (PAM)
silicon microring modulator (SiMRM)
optical neural network (ONN)
optical communications
passive optical network
equalization
optical performance monitoring
modulation format identification
bit-error ratio
optical signal-to-noise ratio
nonlinearities
visible light communication (VLC)
autoencoder (AE)
photodetector (PD)
color-shift keying (CSK)
optical wireless communication (OWC)
intensity-modulated direct-detection
neural network
training
computational complexity
optical wireless communications
vertical-cavity surface-emitting lasers
multilevel pulse amplitude modulation
digital equalisation
multilayer perceptron
CNN
VLC
VLP
OCC
indoor positioning
attention mechanism
TI
smart resilience
NG-EPON
AI
SDN
SEBA
VOLTHA
RFoG
system performance
VCSEL-based optical interconnects
end-to-end learning
wavelength division multiplexing
variational auto encoder
knowledge distillation
multi-fiber optical networks
artificial neural networks
network capacity and cost
fiber assignment
nonlinear Schrödinger equation
regular perturbation model
fiber nonlinearity
learnable parameters
single-span dual-polarization systems
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
thema EDItEUR::K Economics, Finance, Business and Management::KN Industry and industrial studies::KNB Energy industries and utilities
Online Access:ONIX_20250812T110751_9783725840960_325
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