Cognitive multi-point free space optical communication: Real-time users discovery using unsupervised machine learning

F Aveta, HH Refai, PG Lopresti - IEEE Access, 2020 - ieeexplore.ieee.org
Multi-user free-space optical communication (FSOC) is beginning to draw a significant
attention for its ability to support increased system network capacity while using single …

A Survey on Machine and Deep Learning for Optical Communications

MA Amirabadi, SA Nezamalhosseini… - arXiv preprint arXiv …, 2024 - arxiv.org
The ever-growing complexity of optical communication systems and networks demands
sophisticated methodologies to extract meaningful insights from vast amounts of …

Machine learning models for predicting the quality factor of FSO systems with multiple transceivers

AA Algedir, TY Elganimi - 2020 2nd Global Power, Energy and …, 2020 - ieeexplore.ieee.org
Free space optical (FSO) communication is a promising solution to deliver the last mile
communication and to guarantee a high data rate. However, the performance of FSO links …

Quality of transmission estimation for multi-user free space optical communication using supervised machine learning

F Aveta, A Algedir, H Refai - 2021 IEEE Cognitive …, 2021 - ieeexplore.ieee.org
A methodology based on supervised machine learning (eg, support vector machine [SVM],
artificial neural network [ANN], random forest [RF]) is proposed and experimentally …

[PDF][PDF] Lightwave Modulation in Free-Space Optical Communication A Review

S Kadam, C Joseph, KJ Kulkarni, AAB Raj - International Journal of … - researchgate.net
FSOC enables the transfer of data using optical carriers such as visible, infrared (IR), and
ultraviolet (UV) light, without the need for physical medium. FSOC is commonly employed in …

[PDF][PDF] A Comprehensive Review on Security in Free Space Optical Communication

SS Patil, C Joseph, DT Varpe, AAB Raj - International Journal of … - researchgate.net
Free Space Optical (FSO) Communication is an optical communication technology that uses
laser beams to wirelessly transmit data over free space. It is a prominent and essential …

Atmospheric Turbulence Identification in a multi-user FSOC using Supervised Machine Learning

F Aveta, S Chan, N Asfari… - 2021 IEEE 12th Annual …, 2021 - ieeexplore.ieee.org
Atmospheric turbulence can heavily affect free space optical communication (FSOC) link
reliability. This introduces random fluctuations of the received signal intensity, resulting in …

Modulation format and number of users classification in multipoint free-space optical communication using convolutional neural network

F Aveta, HH Refai - Optical Engineering, 2020 - spiedigitallibrary.org
A methodology based on convolutional neural network (CNN) is proposed for joint
classification of transmitting user number and modulation format in a multiuser free-space …