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Exploiting local node cache in top-k queries within wireless sensor networks

Published: 02 November 2010 Publication History

Abstract

Top-k queries are a popular type of query in wireless sensor networks. Typical solutions rely on coordinated root-to-nodes and nodes-to-root messages and on maintaining filters at the nodes, aiming at suppressing unnecessary messages, hence saving energy and furthering the network's lifetime. In this paper, we exploit the capability of a sensor node to cache a few recently observed values in order to determine "trends" for the observed values. Those trends can be used to further restrict the number of messages that need to be exchanged in the network, thus ultimately extending the network's lifetime. We compare our approach to the most recently proposed solutions in the literature using real and synthetic datasets, and we show that our approach is able to improve the network's lifetime by up to 28% without any loss in the quality of the answer.

References

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S. Madden et al. TAG: a tiny aggregation service for ad-hoc sensor networks. SIGOPS Oper. Syst. Rev., 36:131--146, 2002.
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B. Malhotra, M. A. Nascimento, and I. Nikolaidis. Exact top-k queries in wireless sensor networks. Technical Report TR 09--16, Dept. of Computing Science, Univ. of Alberta, 2009. To appear at IEEE TKDE.
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J. Niedermayer et al. Exploiting local node cache in top-k queries within wireless sensor networks. Technical Report TR 10--03, Dept. of Computing Science, Univ. of Alberta, 2010.
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M. H. Thanh et al. Processing top-k monitoring queries in wireless sensor networks. In 3rd Intl. Conf. on Sensor Technologies and Applications, 2009.
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M. Wu et al. Monitoring top-k query in wireless sensor networks. IEEE TKDE, 19:962--976, 2007.
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X. Yan and X. Gang Su. Linear regression analysis: theory and computing. World Scientific Co. Pte. Ltd., 2009.

Cited By

View all
  • (2019)Study on Query-Based Information Extraction in IoT-Integrated Wireless Sensor NetworksCountering Cyber Attacks and Preserving the Integrity and Availability of Critical Systems10.4018/978-1-5225-8241-0.ch007(142-156)Online publication date: 2019
  • (2017)Efficient cluster-based top-k query routing with data replication in MANETsSoft Computing - A Fusion of Foundations, Methodologies and Applications10.1007/s00500-015-1867-221:15(4161-4178)Online publication date: 1-Aug-2017
  • (2014)CTRProceedings of the 12th International Conference on Advances in Mobile Computing and Multimedia10.1145/2684103.2684104(225-234)Online publication date: 8-Dec-2014
  • Show More Cited By

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Published In

cover image ACM Conferences
GIS '10: Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
November 2010
566 pages
ISBN:9781450304283
DOI:10.1145/1869790
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 02 November 2010

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  1. top-k queries
  2. wireless sensor networks

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Overall Acceptance Rate 257 of 1,238 submissions, 21%

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Cited By

View all
  • (2019)Study on Query-Based Information Extraction in IoT-Integrated Wireless Sensor NetworksCountering Cyber Attacks and Preserving the Integrity and Availability of Critical Systems10.4018/978-1-5225-8241-0.ch007(142-156)Online publication date: 2019
  • (2017)Efficient cluster-based top-k query routing with data replication in MANETsSoft Computing - A Fusion of Foundations, Methodologies and Applications10.1007/s00500-015-1867-221:15(4161-4178)Online publication date: 1-Aug-2017
  • (2014)CTRProceedings of the 12th International Conference on Advances in Mobile Computing and Multimedia10.1145/2684103.2684104(225-234)Online publication date: 8-Dec-2014
  • (2013)Autonomous clustering for wireless sensor networksProceedings of the 25th International Conference on Scientific and Statistical Database Management10.1145/2484838.2484841(1-4)Online publication date: 29-Jul-2013

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