Data funneling: routing with aggregation and compression for wireless sensor networks

D. Petrovi, Rahul C. Shah, K. Ramchandran, Jan M. Rabaey
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引用次数: 283

Abstract

This paper considers the problem of minimizing the amount of communication needed to send readings from a set of sensors to a single destination in energy constrained wireless networks. Substantial gains can be obtained using packet aggregation techniques while routing. The proposed routing algorithm, called Data Funneling, allows the network to considerably reduce the amount of energy spent on communication setup and control, an important concern in low data-rate communication. This is achieved by sending only one data stream from a group of sensors to the destination instead of having an individual data stream from each sensor to the destination. Doing so also reduces the probability of packet collisions in the wireless medium because the same amount of information can be transmitted by having fewer nodes send longer packets. Additional gains can be realized by efficient compression of data. This is achieved by losslessly compressing the data by encoding information in the ordering of the sensors' packets. This "coding by ordering" scheme compresses data by suppressing certain readings and encoding their values in the ordering of the remaining packets. Using these techniques together can more than halve the energy spent in communication.
数据漏斗:无线传感器网络的聚合和压缩路由
本文考虑了在能量受限的无线网络中,将一组传感器的读数发送到单个目的地所需的通信量最小化的问题。在路由时使用分组聚合技术可以获得可观的收益。所提出的路由算法,称为数据漏斗,允许网络大大减少在通信设置和控制上花费的能量,这是低数据速率通信的一个重要问题。这是通过只从一组传感器发送一个数据流到目的地来实现的,而不是从每个传感器发送一个单独的数据流到目的地。这样做还可以减少无线介质中数据包冲突的可能性,因为通过使用更少的节点发送更长的数据包,可以传输相同数量的信息。通过有效的数据压缩可以实现额外的收益。这是通过按传感器数据包的顺序编码信息来对数据进行无损压缩来实现的。这种“排序编码”方案通过抑制某些读数并按照剩余数据包的顺序编码它们的值来压缩数据。同时使用这些技术可以将花费在沟通上的精力减少一半以上。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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