Compressing Information of Target Tracking in Wireless Sensor Networks

Jianzhong Li, Qianqian Ren
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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.
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。
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