Distributed Processing of Spatial Alarms: A Safe Region-Based Approach

Bhuvan Bamba, Ling Liu, A. Iyengar, Philip S. Yu
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引用次数: 30

Abstract

Spatial alarms are considered as one of the basic capabilities in future mobile computing systems for enabling personalization of location-based services. In this paper, we propose a distributed architecture and a suite of safe region techniques for scalable processing of spatial alarms. We show that safe region-based processing enables resource optimal distribution of partial alarm processing tasks from the server to the mobile clients. We propose three different safe region computation algorithms to explore the impact of size and shape of the safe region on network bandwidth, server load and client energy consumption. Concretely, we show that the maximum weighted perimeter rectangular safe region approach outperforms previous techniques in terms of performance and accuracy. We further explore finer granularity safe regions by introducing grid-based and pyramid-based representation of rectilinear polygonal shapes using bitmap encoding. Our experimental evaluation shows that the distributed safe region-based architecture outperforms the two most popular server-centric approaches, periodic and safe period-based, for spatial alarm processing.
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空间报警的分布式处理:基于安全区域的方法
空间警报被认为是未来移动计算系统中实现基于位置的个性化服务的基本功能之一。在本文中,我们提出了一种分布式架构和一套安全区域技术,用于可扩展的空间报警处理。我们表明,基于安全区域的处理可以使部分告警处理任务从服务器到移动客户端的资源优化分配。我们提出了三种不同的安全区域计算算法,以探讨安全区域的大小和形状对网络带宽、服务器负载和客户端能耗的影响。具体而言,我们证明了最大加权周长矩形安全区域方法在性能和精度方面优于先前的技术。通过使用位图编码引入基于网格和基于金字塔的直线多边形表示,我们进一步探索了更细粒度的安全区域。我们的实验评估表明,分布式基于安全区域的体系结构优于两种最流行的以服务器为中心的方法,即基于周期性和基于安全周期的空间报警处理方法。
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