Distributed Real-Time Detection and Tracking of Homogeneous Regions in Sensor Networks

Sharmila Subramaniam, V. Kalogeraki, Themis Palpanas
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引用次数: 28

Abstract

In many applications we can deploy large number of sensors spanning wide geographical areas, to monitor environmental phenomena. The analysis of the data collected by such sensor network can help us to understand the field dynamics, and optimize the deployment of other solutions. We define a group of sensors having similar underlying distribution over a period of time as a homogeneous region. In this paper we propose distributed algorithms to detect such regions, approximate their boundary with a piece-wise linear curve and track the boundary in real-time. Experimental results show the accuracy and efficiency of our detection and tracking algorithms
传感器网络中均匀区域的分布式实时检测与跟踪
在许多应用中,我们可以部署大量的传感器,覆盖广泛的地理区域,以监测环境现象。通过对传感器网络收集的数据进行分析,可以帮助我们了解现场动态,并优化其他解决方案的部署。我们将一组在一段时间内具有相似底层分布的传感器定义为均匀区域。在本文中,我们提出了分布式算法来检测这些区域,用分段线性曲线近似它们的边界,并实时跟踪边界。实验结果表明,所提出的检测和跟踪算法具有较高的准确性和有效性
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