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RDF description of Impact of Optical-to-Electrical Conversion on the Design of an End-to-End Learning RGB-LED-Based Visible Light Communication System - http://orbis.uaslp.mx/vivo/individual/scopus12256
Impact of Optical-to-Electrical Conversion on the Design of an End-to-End Learning RGB-LED-Based Visible Light Communication System
autoencoder (AE); color-shift keying (CSK); optical wireless communication (OWC); photodetector (PD); visible light communication (VLC)
Visible Light Communication (VLC) is emerging as a promising technology to meet the demands of fifth-generation (5G) networks and the Internet of Things (IoT). This study introduces a novel RGB-LED-based VLC system design that leverages autoencoders, addressing the often overlooked impact of optical-to-electrical (O/E) conversion efficiency. Unlike traditional methods, our autoencoder-based system not only improves communication performance but also mitigates the negative effects of O/E conversion. Through comprehensive simulations, we show that the proposed autoencoder structure enhances system robustness, achieving superior performance compared to traditional VLC systems. By quantitatively assessing the impact of O/E conversion—a critical aspect previously overlooked in the literature—our work bridges a crucial gap in VLC research. This contribution not only advances the understanding of VLC systems but also provides a strong foundation for future enhancements in 5G and IoT connectivity.
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European Union NextGenerationEU; Universidad de Las Palmas de Gran Canaria, ULPGC; PRTR, (TED2021-130049A-C22); Agencia Estatal de Investigación, AEI, (TED2021-130049B-C21/22, PID2020-114561RB-I00, MCIN/AEI/10.13039/501100011033); State Government of San, (FME-2021-01-03, 23871)