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A Grid-Based Distributed Event Detection Scheme for Wireless Sensor Networks

This paper presents a grid-based distributed event detection scheme for wireless sensor networks. The network is divided into square-shaped grids of predefined grid size, where sensor nodes in each grid form a cluster with a cluster head. Event detection at each grid alone based on the readings of i...

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Detalles Bibliográficos
Autores principales: Ko, Ja Won, Choi, Yoon-Hwa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3274270/
https://www.ncbi.nlm.nih.gov/pubmed/22346628
http://dx.doi.org/10.3390/s111110048
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author Ko, Ja Won
Choi, Yoon-Hwa
author_facet Ko, Ja Won
Choi, Yoon-Hwa
author_sort Ko, Ja Won
collection PubMed
description This paper presents a grid-based distributed event detection scheme for wireless sensor networks. The network is divided into square-shaped grids of predefined grid size, where sensor nodes in each grid form a cluster with a cluster head. Event detection at each grid alone based on the readings of its member nodes is limited in event detection performance, especially for a small event region compared to the grid size. To improve the performance, each grid is further divided into 2 × 2 sub-grids of equal size. The decision on an event is made by finding a square region of 2 × 2 sub-grids, not necessarily in the same grid, that passed a predefined threshold. This process is conducted at each cluster head in a distributed manner by inter-cluster communications. Event detection is initiated when a cluster head receives an alarm from its member nodes. The cluster-head communicates with its neighboring cluster heads to exchange the number of nodes reporting an alarm. The threshold for event detection can be dynamically adjusted to reflect the number of sensor nodes in a grid and event size, if known. High event detection accuracy is achieved with a relatively low threshold without sacrificing false alarm rate by filtering most errors due to transient faults and isolating nodes with permanent faults. Experimental results show that the proposed scheme can achieve high detection accuracy, while maintaining low false alarm rate.
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spelling pubmed-32742702012-02-15 A Grid-Based Distributed Event Detection Scheme for Wireless Sensor Networks Ko, Ja Won Choi, Yoon-Hwa Sensors (Basel) Article This paper presents a grid-based distributed event detection scheme for wireless sensor networks. The network is divided into square-shaped grids of predefined grid size, where sensor nodes in each grid form a cluster with a cluster head. Event detection at each grid alone based on the readings of its member nodes is limited in event detection performance, especially for a small event region compared to the grid size. To improve the performance, each grid is further divided into 2 × 2 sub-grids of equal size. The decision on an event is made by finding a square region of 2 × 2 sub-grids, not necessarily in the same grid, that passed a predefined threshold. This process is conducted at each cluster head in a distributed manner by inter-cluster communications. Event detection is initiated when a cluster head receives an alarm from its member nodes. The cluster-head communicates with its neighboring cluster heads to exchange the number of nodes reporting an alarm. The threshold for event detection can be dynamically adjusted to reflect the number of sensor nodes in a grid and event size, if known. High event detection accuracy is achieved with a relatively low threshold without sacrificing false alarm rate by filtering most errors due to transient faults and isolating nodes with permanent faults. Experimental results show that the proposed scheme can achieve high detection accuracy, while maintaining low false alarm rate. Molecular Diversity Preservation International (MDPI) 2011-10-25 /pmc/articles/PMC3274270/ /pubmed/22346628 http://dx.doi.org/10.3390/s111110048 Text en © 2011 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Ko, Ja Won
Choi, Yoon-Hwa
A Grid-Based Distributed Event Detection Scheme for Wireless Sensor Networks
title A Grid-Based Distributed Event Detection Scheme for Wireless Sensor Networks
title_full A Grid-Based Distributed Event Detection Scheme for Wireless Sensor Networks
title_fullStr A Grid-Based Distributed Event Detection Scheme for Wireless Sensor Networks
title_full_unstemmed A Grid-Based Distributed Event Detection Scheme for Wireless Sensor Networks
title_short A Grid-Based Distributed Event Detection Scheme for Wireless Sensor Networks
title_sort grid-based distributed event detection scheme for wireless sensor networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3274270/
https://www.ncbi.nlm.nih.gov/pubmed/22346628
http://dx.doi.org/10.3390/s111110048
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