Compressing Information of Target Tracking in Wireless Sensor Networks

Jianzhong Li, Qianqian Ren
{"title":"Compressing Information of Target Tracking in Wireless Sensor Networks","authors":"Jianzhong Li, Qianqian Ren","doi":"10.4236/wsn.2011.32008","DOIUrl":null,"url":null,"abstract":"Target tracking is a well studied topic in wireless sensor networks. It is a procedure that nodes in the network collaborate in detecting targets and transmitting their information to the base-station continuously, which leads to data implosion and redundancy. To reduce traffic load of the network, a data compressing based target tracking protocol is proposed in this work. It first incorporates a clustering based data gather method to group sensor nodes into clusters. Then a novel threshold technique with bounded error is proposed to exploit the spatial correlation of sensed data and compress the data in the same cluster. Finally, the compact data presentations are transmitted to the base-station for targets localization. We evaluate our approach with a comprehensive set of simulations. It can be concluded that the proposed method yields excellent performance in energy savings and tracking quality.","PeriodicalId":251051,"journal":{"name":"Wirel. Sens. Netw.","volume":"26 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"14","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Wirel. Sens. Netw.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4236/wsn.2011.32008","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 14

Abstract

Target tracking is a well studied topic in wireless sensor networks. It is a procedure that nodes in the network collaborate in detecting targets and transmitting their information to the base-station continuously, which leads to data implosion and redundancy. To reduce traffic load of the network, a data compressing based target tracking protocol is proposed in this work. It first incorporates a clustering based data gather method to group sensor nodes into clusters. Then a novel threshold technique with bounded error is proposed to exploit the spatial correlation of sensed data and compress the data in the same cluster. Finally, the compact data presentations are transmitted to the base-station for targets localization. We evaluate our approach with a comprehensive set of simulations. It can be concluded that the proposed method yields excellent performance in energy savings and tracking quality.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
无线传感器网络中目标跟踪信息的压缩
目标跟踪是无线传感器网络中一个被广泛研究的课题。网络中的节点相互协作,不断地探测目标并将目标信息传递给基站,这就导致了数据的内爆和冗余。为了减少网络的流量负荷,本文提出了一种基于数据压缩的目标跟踪协议。首先采用基于聚类的数据收集方法,将传感器节点分组。在此基础上,提出了一种新的误差有界阈值技术,利用遥感数据的空间相关性对同一聚类中的数据进行压缩。最后,将压缩后的数据传输到基站进行目标定位。我们用一组全面的模拟来评估我们的方法。结果表明,该方法具有较好的节能性能和跟踪质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
3D DOPs for Positioning Applications Using Range Measurements An Energy-Based Stochastic Model for Wireless Sensor Networks ANCAEE: A Novel Clustering Algorithm for Energy Efficiency in Wireless Sensor Networks Wireless Power Generation Strategy Using EAP Actuated Energy Harvester for Marine Information Acquisition Wireless Sensor Network for Monitoring Maturity Stage of Fruit
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1