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MobiEyes: A Distributed Location Monitoring Service Using Moving Location Queries

机译:MobiEyes:使用移动位置查询的分布式位置监视服务

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With the growing popularity and availability of mobile communications, our ability to stay connected while on the move is becoming a reality instead of science fiction as it was just a decade ago. An important research challenge for modern location-based services is the scalable processing of location monitoring requests on a large collection of mobile objects. The centralized architecture, though studied extensively in literature, would create intolerable performance problems as the number of mobile objects grows significantly. This paper presents a distributed architecture and a suite of optimization techniques for scalable processing of continuously moving location queries. Moving location queries can be viewed as standing location tracking requests that continuously monitor the locations of mobile objects of interest and return a subset of mobile objects when certain conditions are met. We describe the design of MobiEyes, a distributed real time location monitoring system in a mobile environment. The main idea behind the MobiEyes' distributed architecture is to promote a careful partition of a real time location monitoring task into an optimal coordination of server-side processing and client-side processing. Such a partition allows evaluating moving location queries with a high degree of precision using a small number of location updates, thus providing highly scalable location monitoring services. A set of optimization techniques are used to limit the amount of computation to be handled by the mobile objects and enhance the overall performance and system utilization of MobiEyes. Important metrics to validate the proposed architecture and optimizations include messaging cost, server load, and amount of computation at individual mobile objects. We evaluate the scalability of the MobiEyes location monitoring approach using a simulation model based on a mobile setup. Our experimental results show that MobiEyes can lead to significant savings in terms of server load and messaging cost when compared to solutions relying on central processing of location information.
机译:随着移动通信的日益普及和可用性,我们在移动中保持联系的能力已成为现实,而不是仅仅十年前的科幻小说。现代基于位置的服务面临的一项重要研究挑战是对大量移动对象的位置监视请求进行可伸缩处理。集中式体系结构尽管在文献中进行了广泛研究,但随着移动对象数量的显着增长,将产生无法忍受的性能问题。本文提出了一种分布式架构和一套优化技术,用于可伸缩处理连续移动的位置查询。可以将移动位置查询视为站立位置跟踪请求,该请求可以连续监视感兴趣的移动对象的位置,并在满足某些条件时返回移动对象的子集。我们描述MobiEyes的设计,MobiEyes是一种在移动环境中的分布式实时位置监视系统。 MobiEyes分布式体系结构背后的主要思想是促进对实时位置监视任务的仔细划分,以最佳地协调服务器端处理和客户端处理。这种分区允许使用少量位置更新以高精度评估移动位置查询,从而提供高度可扩展的位置监视服务。一组优化技术用于限制移动对象要处理的计算量,并增强MobiEyes的整体性能和系统利用率。验证提议的体系结构和优化的重要指标包括消息传递成本,服务器负载以及各个移动对象的计算量。我们使用基于移动设备的仿真模型评估MobiEyes位置监视方法的可伸缩性。我们的实验结果表明,与依赖位置信息的中央处理的解决方案相比,MobiEyes可以显着节省服务器负载和消息传递成本。

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