Continuous monitoring of kNN queries in wireless sensor networks

Wireless sensor networks have been widely used for civilian and military applications, such as environmental monitoring and vehicle tracking. In these applications, continuous query processing is often required and their efficient evaluation is a critical requirement to be met. Due to the limited po...

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Main Authors: YAO, Yuxia, TANG, Xueyan, LIM, Ee Peng
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Language:English
Published: Institutional Knowledge at Singapore Management University 2006
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Online Access:https://ink.library.smu.edu.sg/sis_research/899
https://ink.library.smu.edu.sg/context/sis_research/article/1898/viewcontent/10.1.1.102.8320.pdf
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spelling sg-smu-ink.sis_research-18982018-06-22T03:32:52Z Continuous monitoring of kNN queries in wireless sensor networks YAO, Yuxia TANG, Xueyan LIM, Ee Peng Wireless sensor networks have been widely used for civilian and military applications, such as environmental monitoring and vehicle tracking. In these applications, continuous query processing is often required and their efficient evaluation is a critical requirement to be met. Due to the limited power supply for sensor nodes, energy efficiency is a major performance measure in such query evaluation. In this paper, we focus on continuous kNN query processing. We observe that the centralized data storage and monitoring schemes do not favor energy efficiency. We therefore propose a localized scheme to monitor long running nearest neighbor queries in sensor networks. The key idea is to establish a monitoring area for each query so that only the updates relevant to the query are collected. Experimental results show that our scheme outperforms the centralized scheme in terms of energy efficiency and network lifetime. 2006-12-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/899 info:doi/10.1007/11943952_56 https://ink.library.smu.edu.sg/context/sis_research/article/1898/viewcontent/10.1.1.102.8320.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Databases and Information Systems Numerical Analysis and Scientific Computing
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Databases and Information Systems
Numerical Analysis and Scientific Computing
spellingShingle Databases and Information Systems
Numerical Analysis and Scientific Computing
YAO, Yuxia
TANG, Xueyan
LIM, Ee Peng
Continuous monitoring of kNN queries in wireless sensor networks
description Wireless sensor networks have been widely used for civilian and military applications, such as environmental monitoring and vehicle tracking. In these applications, continuous query processing is often required and their efficient evaluation is a critical requirement to be met. Due to the limited power supply for sensor nodes, energy efficiency is a major performance measure in such query evaluation. In this paper, we focus on continuous kNN query processing. We observe that the centralized data storage and monitoring schemes do not favor energy efficiency. We therefore propose a localized scheme to monitor long running nearest neighbor queries in sensor networks. The key idea is to establish a monitoring area for each query so that only the updates relevant to the query are collected. Experimental results show that our scheme outperforms the centralized scheme in terms of energy efficiency and network lifetime.
format text
author YAO, Yuxia
TANG, Xueyan
LIM, Ee Peng
author_facet YAO, Yuxia
TANG, Xueyan
LIM, Ee Peng
author_sort YAO, Yuxia
title Continuous monitoring of kNN queries in wireless sensor networks
title_short Continuous monitoring of kNN queries in wireless sensor networks
title_full Continuous monitoring of kNN queries in wireless sensor networks
title_fullStr Continuous monitoring of kNN queries in wireless sensor networks
title_full_unstemmed Continuous monitoring of kNN queries in wireless sensor networks
title_sort continuous monitoring of knn queries in wireless sensor networks
publisher Institutional Knowledge at Singapore Management University
publishDate 2006
url https://ink.library.smu.edu.sg/sis_research/899
https://ink.library.smu.edu.sg/context/sis_research/article/1898/viewcontent/10.1.1.102.8320.pdf
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