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Novel Visual Sensor Coverage and Deployment in Time Aware PTZ Wireless Visual Sensor Networks

In this paper, we consider the visual sensor deployment algorithm in Pan-Tilt-Zoom (PTZ) Wireless Visual Sensor Networks (WVSNs). With PTZ capability, a sensor’s visual coverage can be extended to reduce the number of visual sensors that need to be deployed. The coverage zone of a visual sensor in P...

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Autores principales: Yap, Florence G. H., Yen, Hong-Hsu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5298637/
https://www.ncbi.nlm.nih.gov/pubmed/28042829
http://dx.doi.org/10.3390/s17010064
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author Yap, Florence G. H.
Yen, Hong-Hsu
author_facet Yap, Florence G. H.
Yen, Hong-Hsu
author_sort Yap, Florence G. H.
collection PubMed
description In this paper, we consider the visual sensor deployment algorithm in Pan-Tilt-Zoom (PTZ) Wireless Visual Sensor Networks (WVSNs). With PTZ capability, a sensor’s visual coverage can be extended to reduce the number of visual sensors that need to be deployed. The coverage zone of a visual sensor in PTZ WVSN is composed of two regions, a Direct Coverage Region (DCR) and a PTZ Coverage Region (PTZCR). In the PTZCR, a visual sensor needs a mechanical pan-tilt-zoom operation to cover an object. This mechanical operation can take seconds, so the sensor might not be able to adjust the camera in time to capture the visual data. In this paper, for the first time, we study this PTZ time-aware PTZ WVSN deployment problem. We formulate this PTZ time-aware PTZ WVSN deployment problem as an optimization problem where the objective is to minimize the total visual sensor deployment cost so that each area is either covered in the DCR or in the PTZCR while considering the PTZ time constraint. The proposed Time Aware Coverage Zone (TACZ) model successfully captures the PTZ visual sensor coverage in terms of camera focal range, angle span zone coverage and camera PTZ time. Then a novel heuristic, called Time Aware Deployment with PTZ camera (TADPTZ) algorithm, is proposed to solve the problem. From our computational experiments, we found out that TACZ model outperforms the existing M coverage model under all network scenarios. In addition, as compared to the optimal solutions, the TACZ model is scalable and adaptable to the different PTZ time requirements when deploying large PTZ WVSNs.
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spelling pubmed-52986372017-02-10 Novel Visual Sensor Coverage and Deployment in Time Aware PTZ Wireless Visual Sensor Networks Yap, Florence G. H. Yen, Hong-Hsu Sensors (Basel) Article In this paper, we consider the visual sensor deployment algorithm in Pan-Tilt-Zoom (PTZ) Wireless Visual Sensor Networks (WVSNs). With PTZ capability, a sensor’s visual coverage can be extended to reduce the number of visual sensors that need to be deployed. The coverage zone of a visual sensor in PTZ WVSN is composed of two regions, a Direct Coverage Region (DCR) and a PTZ Coverage Region (PTZCR). In the PTZCR, a visual sensor needs a mechanical pan-tilt-zoom operation to cover an object. This mechanical operation can take seconds, so the sensor might not be able to adjust the camera in time to capture the visual data. In this paper, for the first time, we study this PTZ time-aware PTZ WVSN deployment problem. We formulate this PTZ time-aware PTZ WVSN deployment problem as an optimization problem where the objective is to minimize the total visual sensor deployment cost so that each area is either covered in the DCR or in the PTZCR while considering the PTZ time constraint. The proposed Time Aware Coverage Zone (TACZ) model successfully captures the PTZ visual sensor coverage in terms of camera focal range, angle span zone coverage and camera PTZ time. Then a novel heuristic, called Time Aware Deployment with PTZ camera (TADPTZ) algorithm, is proposed to solve the problem. From our computational experiments, we found out that TACZ model outperforms the existing M coverage model under all network scenarios. In addition, as compared to the optimal solutions, the TACZ model is scalable and adaptable to the different PTZ time requirements when deploying large PTZ WVSNs. MDPI 2016-12-30 /pmc/articles/PMC5298637/ /pubmed/28042829 http://dx.doi.org/10.3390/s17010064 Text en © 2016 by the authors; licensee MDPI, Basel, Switzerland. https://creativecommons.org/licenses/by/4.0/This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Article
Yap, Florence G. H.
Yen, Hong-Hsu
Novel Visual Sensor Coverage and Deployment in Time Aware PTZ Wireless Visual Sensor Networks
title Novel Visual Sensor Coverage and Deployment in Time Aware PTZ Wireless Visual Sensor Networks
title_full Novel Visual Sensor Coverage and Deployment in Time Aware PTZ Wireless Visual Sensor Networks
title_fullStr Novel Visual Sensor Coverage and Deployment in Time Aware PTZ Wireless Visual Sensor Networks
title_full_unstemmed Novel Visual Sensor Coverage and Deployment in Time Aware PTZ Wireless Visual Sensor Networks
title_short Novel Visual Sensor Coverage and Deployment in Time Aware PTZ Wireless Visual Sensor Networks
title_sort novel visual sensor coverage and deployment in time aware ptz wireless visual sensor networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5298637/
https://www.ncbi.nlm.nih.gov/pubmed/28042829
http://dx.doi.org/10.3390/s17010064
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