An Approximate Query Processing Method Based on Data Correlation in Sensor Networks

Hu Jin, Qianqian Ren, Jinbao Li, Yong Shi
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引用次数: 5

Abstract

Thousands of small and low-power devices are embedded in the physical world and form a wireless sensor network. Approximation is presented in order to minimize energy consumption for data processing and dissemination. In this paper we propose a new technique for approximate query processing based on data correlation. We build compressed structure of data on sensors, over which query processing algorithms is directly operated. And it also guarantees extremely fast response times. Our experiments demonstrate that our method outperforms Wavelets and Histograms approximate query technique.
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传感器网络中基于数据相关性的近似查询处理方法
成千上万的小而低功耗的设备被嵌入到物理世界中,形成一个无线传感器网络。为了使数据处理和传播的能量消耗最小化,提出了近似方法。本文提出了一种基于数据相关性的近似查询处理新技术。我们在传感器上构建数据压缩结构,在其上直接操作查询处理算法。它还保证了极快的响应时间。实验表明,该方法优于小波近似查询和直方图近似查询技术。
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