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A Novel Optimized V-VLC Receiver Sensor Design Using μGA in Automotive Applications

Vehicular visible light communication is known as a promising way of inter-vehicle communication. Vehicular VLC can ensure the significant advancement of safety and efficiency in traffic. It has disadvantages, such as unexpected glare on drivers in moving conditions, i.e., non-line-of-sight link at...

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Autores principales: Siddique, Abrar, Delwar, Tahesin Samira, Ryu, Jee-Youl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659808/
https://www.ncbi.nlm.nih.gov/pubmed/34883866
http://dx.doi.org/10.3390/s21237861
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author Siddique, Abrar
Delwar, Tahesin Samira
Ryu, Jee-Youl
author_facet Siddique, Abrar
Delwar, Tahesin Samira
Ryu, Jee-Youl
author_sort Siddique, Abrar
collection PubMed
description Vehicular visible light communication is known as a promising way of inter-vehicle communication. Vehicular VLC can ensure the significant advancement of safety and efficiency in traffic. It has disadvantages, such as unexpected glare on drivers in moving conditions, i.e., non-line-of-sight link at night. While designing a receiver, the most important factor is to ensure the optimal quality of the received signal. Within this context, to achieve an optimal communication quality, it is necessary to find the optimal maximum signal strength. Hereafter, a new receiver design is focused on in this paper at the circuit level, and a novel micro genetic algorithm is proposed to optimize the signal strength. The receiver can calculate the SNR, and it is possible to modify its structural design. The micro GA determines the alignment of the maximum signal strength at the receiver point rather than monitoring the signal strength for each angle. The results showed that the proposed scheme accurately estimates the alignment of the receiver, which gives the optimum signal strength. In comparison with the conventional GA, the micro GA results showed that the maximum received signal strength was improved by −1.7 dBm, −2.6 dBm for user Location 1 and user Location 2, respectively, which proves that the micro GA is more efficient. The execution time of the conventional GA was 7.1 s, while the micro GA showed 0.7 s. Furthermore, at a low SNR, the receiver showed robust communication for automotive applications.
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spelling pubmed-86598082021-12-10 A Novel Optimized V-VLC Receiver Sensor Design Using μGA in Automotive Applications Siddique, Abrar Delwar, Tahesin Samira Ryu, Jee-Youl Sensors (Basel) Article Vehicular visible light communication is known as a promising way of inter-vehicle communication. Vehicular VLC can ensure the significant advancement of safety and efficiency in traffic. It has disadvantages, such as unexpected glare on drivers in moving conditions, i.e., non-line-of-sight link at night. While designing a receiver, the most important factor is to ensure the optimal quality of the received signal. Within this context, to achieve an optimal communication quality, it is necessary to find the optimal maximum signal strength. Hereafter, a new receiver design is focused on in this paper at the circuit level, and a novel micro genetic algorithm is proposed to optimize the signal strength. The receiver can calculate the SNR, and it is possible to modify its structural design. The micro GA determines the alignment of the maximum signal strength at the receiver point rather than monitoring the signal strength for each angle. The results showed that the proposed scheme accurately estimates the alignment of the receiver, which gives the optimum signal strength. In comparison with the conventional GA, the micro GA results showed that the maximum received signal strength was improved by −1.7 dBm, −2.6 dBm for user Location 1 and user Location 2, respectively, which proves that the micro GA is more efficient. The execution time of the conventional GA was 7.1 s, while the micro GA showed 0.7 s. Furthermore, at a low SNR, the receiver showed robust communication for automotive applications. MDPI 2021-11-26 /pmc/articles/PMC8659808/ /pubmed/34883866 http://dx.doi.org/10.3390/s21237861 Text en © 2021 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 Article
Siddique, Abrar
Delwar, Tahesin Samira
Ryu, Jee-Youl
A Novel Optimized V-VLC Receiver Sensor Design Using μGA in Automotive Applications
title A Novel Optimized V-VLC Receiver Sensor Design Using μGA in Automotive Applications
title_full A Novel Optimized V-VLC Receiver Sensor Design Using μGA in Automotive Applications
title_fullStr A Novel Optimized V-VLC Receiver Sensor Design Using μGA in Automotive Applications
title_full_unstemmed A Novel Optimized V-VLC Receiver Sensor Design Using μGA in Automotive Applications
title_short A Novel Optimized V-VLC Receiver Sensor Design Using μGA in Automotive Applications
title_sort novel optimized v-vlc receiver sensor design using μga in automotive applications
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659808/
https://www.ncbi.nlm.nih.gov/pubmed/34883866
http://dx.doi.org/10.3390/s21237861
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