Data gathering with multi-attribute fusion in wireless sensor networks
This chapter addresses the problem of data gathering with multi-attribute fusion over a bandwidth and energy constrained wireless sensor network (WSN). As there are strong correlations between data gathered from sensor nodes in close physical proximity, effective in-network fusion schemes involve mi...
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2011
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my.iium.irep.5782012-12-21T07:25:39Z http://irep.iium.edu.my/578/ Data gathering with multi-attribute fusion in wireless sensor networks Lin, Kai Lei, Shu Lei, Wang Pathan, Al-Sakib Khan TK5101 Telecommunication. Including telegraphy, radio, radar, television This chapter addresses the problem of data gathering with multi-attribute fusion over a bandwidth and energy constrained wireless sensor network (WSN). As there are strong correlations between data gathered from sensor nodes in close physical proximity, effective in-network fusion schemes involve minimizing such redundancy and hence reducing the load in wireless sensor networks. Considering a complicated environment, each sensor node must be equipped with more than one type of sensor module to monitor multi-targets; hence, the complexity for the fusion process is increased due to the existence of various physical attributes. In this chapter, by investigating the process and performance of multi-attribute fusion in data gathering of WSNs, we design a self-adaptive threshold to balance the different change rates of each attributive data. Furthermore, we present a method to measure the energy-conservation efficiency of multi-attribute fusion. Then, a novel energy equilibrium routing method is proposed to balance and save energy in WSNs, which is named multi-attribute fusion tree (MAFT). The establishment of MAFT is determined by the remaining energy of sensor nodes and the energy-conservation efficiency of data fusion. Finally, the energy saving performance of the scheme is demonstrated through comprehensive simulations. The chapter is concluded by identifying some open research issues on this topic. IGI Global Publishers Pathan, Al-Sakib Khan Pathan, Mukaddim Lee, Hae Young 2011 Book Chapter REM application/pdf en http://irep.iium.edu.my/578/1/Sakib-KaiLin-chapter.pdf application/pdf en http://irep.iium.edu.my/578/4/Chp_8.pdf Lin, Kai and Lei, Shu and Lei, Wang and Pathan, Al-Sakib Khan (2011) Data gathering with multi-attribute fusion in wireless sensor networks. In: Advancements in Distributed Computing and Internet Technologies: Trends and Issues. IGI Global Publishers, Hershey, PA., pp. 159-181. ISBN 9781613501108 http://www.igi-global.com/bookstore/titledetails.aspx?titleid=51930 DOI: 10.4018/978-1-61350-110- |
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TK5101 Telecommunication. Including telegraphy, radio, radar, television Lin, Kai Lei, Shu Lei, Wang Pathan, Al-Sakib Khan Data gathering with multi-attribute fusion in wireless sensor networks |
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This chapter addresses the problem of data gathering with multi-attribute fusion over a bandwidth and energy constrained wireless sensor network (WSN). As there are strong correlations between data gathered from sensor nodes in close physical proximity, effective in-network fusion schemes involve minimizing such redundancy and hence reducing the load in wireless sensor networks. Considering a complicated environment, each sensor node must be equipped with more than one type of sensor module to monitor multi-targets; hence, the complexity for the fusion process is increased due to the existence of various physical attributes. In this chapter, by investigating the process and performance of multi-attribute fusion in data gathering of WSNs, we design a self-adaptive threshold to balance the different change rates of each attributive data. Furthermore, we present a method to measure the energy-conservation efficiency of multi-attribute fusion. Then, a novel energy equilibrium routing method is proposed to balance and save energy in WSNs, which is named multi-attribute fusion tree (MAFT). The establishment of MAFT is determined by the remaining energy of sensor nodes and the energy-conservation efficiency of data fusion. Finally, the energy saving performance of the scheme is demonstrated through comprehensive simulations. The chapter is concluded by identifying some open research issues on this topic. |
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Pathan, Al-Sakib Khan |
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Pathan, Al-Sakib Khan Lin, Kai Lei, Shu Lei, Wang Pathan, Al-Sakib Khan |
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Book Chapter |
author |
Lin, Kai Lei, Shu Lei, Wang Pathan, Al-Sakib Khan |
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Lin, Kai |
title |
Data gathering with multi-attribute fusion in wireless sensor networks |
title_short |
Data gathering with multi-attribute fusion in wireless sensor networks |
title_full |
Data gathering with multi-attribute fusion in wireless sensor networks |
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Data gathering with multi-attribute fusion in wireless sensor networks |
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Data gathering with multi-attribute fusion in wireless sensor networks |
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data gathering with multi-attribute fusion in wireless sensor networks |
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IGI Global Publishers |
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2011 |
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http://irep.iium.edu.my/578/1/Sakib-KaiLin-chapter.pdf http://irep.iium.edu.my/578/4/Chp_8.pdf http://irep.iium.edu.my/578/ http://www.igi-global.com/bookstore/titledetails.aspx?titleid=51930 |
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