Deep Learning-Based Automatic Modulation Format Identification For I2V Visible Light Communication

NA Arafa, SM Abd El-Att, HB Eldeeb… - 2024 41st National …, 2024 - ieeexplore.ieee.org
The performance of Infrastructure-to-vehicle (I2V) visible light communication (VLC) links is
influenced by multiple elements, rendering fixed modulation order inadequate for data …

Deep learning approach for automatic modulation format identification in vehicular visible light communications

NA Arafa, KA Lizos, O Alfarraj, F Shawki… - Optical and Quantum …, 2024 - Springer
Abstract Automatic Modulation Format Identification (AMFI) is an important issue in Visible
Light Communication (VLC). There are several factors that affect the performance of …

VLCMnet-Based Modulation Format Recognition for Indoor Visible Light Communication Systems

X Zheng, Y He, C Zhang, P Miao - Photonics, 2024 - mdpi.com
In indoor visible light communication (VLC), the received signals are subject to severe
interference due to factors such as high-brightness backgrounds, long-distance …

Application and comparison of active and transfer learning approaches for modulation format classification in visible light communication systems

Z Zhao, FN Khan, Y Li, Z Wang, Y Zhang, HY Fu - Optics Express, 2022 - opg.optica.org
Automatic modulation classification (AMC) is a crucial part of adaptive modulation schemes
for visible light communication (VLC) systems. However, most of the deep learning (DL) …

Symmetry of constellation diagram-based intelligent SNR estimation for visible light communications

M Wang, Z Zhang, H Zhang, Z Ghassemlooy… - Optics Letters, 2024 - opg.optica.org
Visible light communication (VLC) technology with rich spectrum resources is thought of as
an essential component in the future ubiquitous communication networks. Accurately …

Symmetry of constellation diagram-based Intelligent SNR estimation for visible

ZZ MAOREN WANG, Z Ghassemlooy, T Zhang - Optics express, 2023 - opg.optica.org
Visible light communication (VLC) technology with rich spectrum resources is thought of as
an essential component in the future ubiquitous communication networks. Accurately …

Machine learning in visible light communication system: A survey

VN Saxena, VK Dwivedi, J Gupta - … and Mobile Computing, 2023 - Wiley Online Library
With the widespread adoption of high bandwidth utilisation, visible light communication
(VLC) has emerged as a potential solution to meet the demands for high‐speed data …

A Machine Learning based M-ary Amplitude Modulated Visible Light Communication System

TV Sethuraman, S Elias, A Ashok - … International Conference on …, 2020 - ieeexplore.ieee.org
Visible Light Communication (VLC), which operates in the Terahertz band, is theoretically
capable of terabits/second data speeds. However, traditional state-of-the-art VLC has largely …

Modulation format recognition based on transfer learning for visible light communication systems

Z Zhao, Z Wei, Z Wang, Y Zhang, M Li… - Optoelectronics and …, 2021 - opg.optica.org
We demonstrate a novel modulation format recognition method using transfer learning for
OFDM-VLC systems. The proposed AlexNet/GoogLeNet-TL-based scheme significantly …

Analysis on Modulation and Demodulation Techniques for Visible Light Communication

KRP Dharshini, R Kalaivani… - … on Innovative Trends …, 2024 - ieeexplore.ieee.org
Visible Light Communications (VLC) is a wireless communication system for enhanced 5G
and 6G high speed wireless networks. VLC is one of the most accepted varieties of short …