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A Low-Power Distributed Visual Sensor Network for Real-Time Barcode Localization and Identification

A novel low-power distributed Visual Sensor Network (VSN) system is proposed, which performs real-time collaborative barcode localization, tracking, and robust identification. Due to a dynamic triggering mechanism and efficient transmission protocols, communication is organized amongst the nodes the...

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Detalles Bibliográficos
Autores principales: Hendrikx, Leander, Zhong, Rui, Cornelis, Bruno, Munteanu, Adrian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8880052/
https://www.ncbi.nlm.nih.gov/pubmed/35214335
http://dx.doi.org/10.3390/s22041433
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author Hendrikx, Leander
Zhong, Rui
Cornelis, Bruno
Munteanu, Adrian
author_facet Hendrikx, Leander
Zhong, Rui
Cornelis, Bruno
Munteanu, Adrian
author_sort Hendrikx, Leander
collection PubMed
description A novel low-power distributed Visual Sensor Network (VSN) system is proposed, which performs real-time collaborative barcode localization, tracking, and robust identification. Due to a dynamic triggering mechanism and efficient transmission protocols, communication is organized amongst the nodes themselves rather than being orchestrated by a single sink node, achieving lower congestion and significantly reducing the vulnerability of the overall system. Specifically, early detection of the moving barcode is achieved through a dynamic triggering mechanism. A hierarchical transmission protocol is designed, within which different communication protocols are used, depending on the type of data exchanged among nodes. Real-Time Transport Protocol (RTP) is employed for video communication, while the Transmission Control Protocol (TCP) and Long Range (LoRa) protocol are used for passing messages amongst the nodes in the VSN. Through an extensive experimental evaluation, we demonstrate that the proposed distributed VSN brings substantial advantages in terms of accuracy, power savings, and time complexity compared to an equivalent system performing centralized processing.
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spelling pubmed-88800522022-02-26 A Low-Power Distributed Visual Sensor Network for Real-Time Barcode Localization and Identification Hendrikx, Leander Zhong, Rui Cornelis, Bruno Munteanu, Adrian Sensors (Basel) Article A novel low-power distributed Visual Sensor Network (VSN) system is proposed, which performs real-time collaborative barcode localization, tracking, and robust identification. Due to a dynamic triggering mechanism and efficient transmission protocols, communication is organized amongst the nodes themselves rather than being orchestrated by a single sink node, achieving lower congestion and significantly reducing the vulnerability of the overall system. Specifically, early detection of the moving barcode is achieved through a dynamic triggering mechanism. A hierarchical transmission protocol is designed, within which different communication protocols are used, depending on the type of data exchanged among nodes. Real-Time Transport Protocol (RTP) is employed for video communication, while the Transmission Control Protocol (TCP) and Long Range (LoRa) protocol are used for passing messages amongst the nodes in the VSN. Through an extensive experimental evaluation, we demonstrate that the proposed distributed VSN brings substantial advantages in terms of accuracy, power savings, and time complexity compared to an equivalent system performing centralized processing. MDPI 2022-02-13 /pmc/articles/PMC8880052/ /pubmed/35214335 http://dx.doi.org/10.3390/s22041433 Text en © 2022 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
Hendrikx, Leander
Zhong, Rui
Cornelis, Bruno
Munteanu, Adrian
A Low-Power Distributed Visual Sensor Network for Real-Time Barcode Localization and Identification
title A Low-Power Distributed Visual Sensor Network for Real-Time Barcode Localization and Identification
title_full A Low-Power Distributed Visual Sensor Network for Real-Time Barcode Localization and Identification
title_fullStr A Low-Power Distributed Visual Sensor Network for Real-Time Barcode Localization and Identification
title_full_unstemmed A Low-Power Distributed Visual Sensor Network for Real-Time Barcode Localization and Identification
title_short A Low-Power Distributed Visual Sensor Network for Real-Time Barcode Localization and Identification
title_sort low-power distributed visual sensor network for real-time barcode localization and identification
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8880052/
https://www.ncbi.nlm.nih.gov/pubmed/35214335
http://dx.doi.org/10.3390/s22041433
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