DATA COMPRESSION AND VISUALIZATION FOR WIRELESS SENSOR NETWORKS

被引:3
|
作者
Imam, Ahadul [1 ]
Chi, Justin [1 ]
Mozumdar, Mohammad [1 ]
机构
[1] Calif State Univ Long Beach, Dept Elect Engn, Long Beach, CA 90840 USA
关键词
wireless sensor networks; data compression; data visualization; compression algorithm; runtime analysis; relative compression rate; block density;
D O I
10.21307/ijssis-2017-844
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A basic tenet of wireless sensor networks is that processing of data is less expensive in terms of power than transmitting data. A data compression method is proposed to limit the amount of data transmitted within the network. In this paper, we propose a novel data compression algorithm suitable for low power computing devices. In our method, a data point density algorithm is used to determine which points to discard in a given data region. This algorithm is applied to uniform sections throughout the entirety of the data set. Regions with the highest data point density will be represented by a single point. The resulting data points then form the compressed data set. The transmission and subsequent processing of this compressed data set will cause less strain on the network than the original data set, while still maintaining the required information of the original data set. A tool is developed to test the method and compare it with other methods.
引用
收藏
页码:2083 / 2115
页数:33
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