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Visual Sensor Networks for Indoor Real-Time Surveillance and Tracking of Multiple Targets

The recent trend toward the development of IoT architectures has entailed the transformation of the standard camera networks into smart multi-device systems capable of acquiring, elaborating, and exchanging data and, often, dynamically adapting to the environment. Along this line, this work proposes...

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Detalles Bibliográficos
Autores principales: Giordano, Jacopo, Lazzaretto, Margherita, Michieletto, Giulia, Cenedese, Angelo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9003295/
https://www.ncbi.nlm.nih.gov/pubmed/35408274
http://dx.doi.org/10.3390/s22072661
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author Giordano, Jacopo
Lazzaretto, Margherita
Michieletto, Giulia
Cenedese, Angelo
author_facet Giordano, Jacopo
Lazzaretto, Margherita
Michieletto, Giulia
Cenedese, Angelo
author_sort Giordano, Jacopo
collection PubMed
description The recent trend toward the development of IoT architectures has entailed the transformation of the standard camera networks into smart multi-device systems capable of acquiring, elaborating, and exchanging data and, often, dynamically adapting to the environment. Along this line, this work proposes a novel distributed solution that guarantees the real-time monitoring of 3D indoor structured areas and also the tracking of multiple targets, by employing a heterogeneous visual sensor network composed of both fixed and Pan-Tilt-Zoom (PTZ) cameras. The fulfillment of the twofold mentioned goal was ensured through the implementation of a distributed game-theory-based algorithm, aiming at optimizing the controllable parameters of the PTZ devices. The proposed solution is able to deal with the possible conflicting requirements of high tracking precision and maximum coverage of the surveilled area. Extensive numerical simulations in realistic scenarios validated the effectiveness of the outlined strategy.
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spelling pubmed-90032952022-04-13 Visual Sensor Networks for Indoor Real-Time Surveillance and Tracking of Multiple Targets Giordano, Jacopo Lazzaretto, Margherita Michieletto, Giulia Cenedese, Angelo Sensors (Basel) Article The recent trend toward the development of IoT architectures has entailed the transformation of the standard camera networks into smart multi-device systems capable of acquiring, elaborating, and exchanging data and, often, dynamically adapting to the environment. Along this line, this work proposes a novel distributed solution that guarantees the real-time monitoring of 3D indoor structured areas and also the tracking of multiple targets, by employing a heterogeneous visual sensor network composed of both fixed and Pan-Tilt-Zoom (PTZ) cameras. The fulfillment of the twofold mentioned goal was ensured through the implementation of a distributed game-theory-based algorithm, aiming at optimizing the controllable parameters of the PTZ devices. The proposed solution is able to deal with the possible conflicting requirements of high tracking precision and maximum coverage of the surveilled area. Extensive numerical simulations in realistic scenarios validated the effectiveness of the outlined strategy. MDPI 2022-03-30 /pmc/articles/PMC9003295/ /pubmed/35408274 http://dx.doi.org/10.3390/s22072661 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
Giordano, Jacopo
Lazzaretto, Margherita
Michieletto, Giulia
Cenedese, Angelo
Visual Sensor Networks for Indoor Real-Time Surveillance and Tracking of Multiple Targets
title Visual Sensor Networks for Indoor Real-Time Surveillance and Tracking of Multiple Targets
title_full Visual Sensor Networks for Indoor Real-Time Surveillance and Tracking of Multiple Targets
title_fullStr Visual Sensor Networks for Indoor Real-Time Surveillance and Tracking of Multiple Targets
title_full_unstemmed Visual Sensor Networks for Indoor Real-Time Surveillance and Tracking of Multiple Targets
title_short Visual Sensor Networks for Indoor Real-Time Surveillance and Tracking of Multiple Targets
title_sort visual sensor networks for indoor real-time surveillance and tracking of multiple targets
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9003295/
https://www.ncbi.nlm.nih.gov/pubmed/35408274
http://dx.doi.org/10.3390/s22072661
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