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A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks

The development and growth of Wireless Sensor Networks (WSNs) is significantly propelled by advances in Radio Frequency (RF) and Visible Light Communication (VLC) technologies. This paper endeavors to present a comprehensive review of the state-of-the-art in cognitive hybrid RF-VLC systems for WSNs,...

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Autores principales: Miranda, Rodrigo Fuchs, Barriquello, Carlos Henrique, Reguera, Vitalio Alfonso, Denardin, Gustavo Weber, Thomas, Djeisson Hoffmann, Loose, Felipe, Amaral, Leonardo Saldanha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10534686/
https://www.ncbi.nlm.nih.gov/pubmed/37765872
http://dx.doi.org/10.3390/s23187815
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author Miranda, Rodrigo Fuchs
Barriquello, Carlos Henrique
Reguera, Vitalio Alfonso
Denardin, Gustavo Weber
Thomas, Djeisson Hoffmann
Loose, Felipe
Amaral, Leonardo Saldanha
author_facet Miranda, Rodrigo Fuchs
Barriquello, Carlos Henrique
Reguera, Vitalio Alfonso
Denardin, Gustavo Weber
Thomas, Djeisson Hoffmann
Loose, Felipe
Amaral, Leonardo Saldanha
author_sort Miranda, Rodrigo Fuchs
collection PubMed
description The development and growth of Wireless Sensor Networks (WSNs) is significantly propelled by advances in Radio Frequency (RF) and Visible Light Communication (VLC) technologies. This paper endeavors to present a comprehensive review of the state-of-the-art in cognitive hybrid RF-VLC systems for WSNs, emphasizing the critical task of seamlessly integrating Cognitive Radio Sensor Networks (CRSNs) and VLC technologies. The central challenge addressed is the intricate landscape of this integration, characterized by notable trade-offs between performance and complexity, which escalate with the addition of more devices and increased data rates. This scenario necessitates the development of advanced cognitive radio strategies, potentially facilitated by Machine Learning (ML) and Deep Learning (DL) approaches, albeit introducing new complexities such as the necessity for pre-training with extensive datasets. The review scrutinizes the fundamental aspects of CRSNs and VLC, spotlighting key areas like Energy Efficient Resource Allocation, Industrial Scenarios, and Energy Harvesting, and explores the synergistic amalgamation of these technologies as a promising pathway for enhanced spectrum utilization and network performance. By delving into the integration of cognitive radio technology with visible light, this study furnishes valuable insights into the potential for innovative applications in wireless communication, presenting a balanced overview of the current advancements and prospective avenues in the field of cognitive hybrid RF/VLC systems.
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spelling pubmed-105346862023-09-29 A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks Miranda, Rodrigo Fuchs Barriquello, Carlos Henrique Reguera, Vitalio Alfonso Denardin, Gustavo Weber Thomas, Djeisson Hoffmann Loose, Felipe Amaral, Leonardo Saldanha Sensors (Basel) Review The development and growth of Wireless Sensor Networks (WSNs) is significantly propelled by advances in Radio Frequency (RF) and Visible Light Communication (VLC) technologies. This paper endeavors to present a comprehensive review of the state-of-the-art in cognitive hybrid RF-VLC systems for WSNs, emphasizing the critical task of seamlessly integrating Cognitive Radio Sensor Networks (CRSNs) and VLC technologies. The central challenge addressed is the intricate landscape of this integration, characterized by notable trade-offs between performance and complexity, which escalate with the addition of more devices and increased data rates. This scenario necessitates the development of advanced cognitive radio strategies, potentially facilitated by Machine Learning (ML) and Deep Learning (DL) approaches, albeit introducing new complexities such as the necessity for pre-training with extensive datasets. The review scrutinizes the fundamental aspects of CRSNs and VLC, spotlighting key areas like Energy Efficient Resource Allocation, Industrial Scenarios, and Energy Harvesting, and explores the synergistic amalgamation of these technologies as a promising pathway for enhanced spectrum utilization and network performance. By delving into the integration of cognitive radio technology with visible light, this study furnishes valuable insights into the potential for innovative applications in wireless communication, presenting a balanced overview of the current advancements and prospective avenues in the field of cognitive hybrid RF/VLC systems. MDPI 2023-09-12 /pmc/articles/PMC10534686/ /pubmed/37765872 http://dx.doi.org/10.3390/s23187815 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Miranda, Rodrigo Fuchs
Barriquello, Carlos Henrique
Reguera, Vitalio Alfonso
Denardin, Gustavo Weber
Thomas, Djeisson Hoffmann
Loose, Felipe
Amaral, Leonardo Saldanha
A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks
title A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks
title_full A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks
title_fullStr A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks
title_full_unstemmed A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks
title_short A Review of Cognitive Hybrid Radio Frequency/Visible Light Communication Systems for Wireless Sensor Networks
title_sort review of cognitive hybrid radio frequency/visible light communication systems for wireless sensor networks
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10534686/
https://www.ncbi.nlm.nih.gov/pubmed/37765872
http://dx.doi.org/10.3390/s23187815
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