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A Filter-based Protocol for Continuous Queries over Imprecise Location Data

机译:基于过滤器的不精确位置数据连续查询协议

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In typical location-based services (LBS), moving objects (e.g., GPS-enabled mobile phones) report their locations through a wireless network. An LBS server can use the location information to answer various types of continuous queries. Due to hardware limitations, location data reported by the moving objects are often uncertain. In this paper, we study efficient methods for the execution of Continuous Possible Nearest Neighbor Query (CPoNNQ) that accesses imprecise location data. A CPoNNQ is a standing query (which is active during a period of time) such that, at any time point, all moving objects that have non-zero probabilities of being the nearest neighbor of a given query point are reported. To handle the continuous nature of a CPoNNQ, a simple solution is to require moving objects to continuously report their locations to the LBS server, which evaluates the query at every time step. To save communication bandwidth and mobile devices' batteries, we develop two filter-based protocols for CPoNNQ evaluation. Our protocols install "filter bounds" on moving objects, which suppress unnecessary location reporting and communication between the server and the moving objects. Through extensive experiments, we show that our protocols can effectively reduce communication costs while maintaining a high query quality.
机译:在典型的基于位置的服务(LBS)中,移动对象(例如,具有GPS功能的移动电话)通过无线网络报告其位置。 LBS服务器可以使用位置信息来回答各种类型的连续查询。由于硬件限制,移动物体报告的位置数据通常是不确定的。在本文中,我们研究了用于访问不精确位置数据的连续可能最近邻居查询(CPoNNQ)的有效方法。 CPoNNQ是一个固定查询(在一段时间内处于活动状态),这样,在任何时间点,都将报告所有非零概率成为给定查询点的最近邻居的所有移动对象。为了处理CPoNNQ的连续性,一种简单的解决方案是要求移动对象向LBS服务器连续报告其位置,该服务器在每个时间步评估查询。为了节省通信带宽和移动设备的电池,我们开发了两种基于滤波器的协议用于CPoNNQ评估。我们的协议在移动对象上安装了“过滤器边界”,从而抑制了不必要的位置报告以及服务器与移动对象之间的通信。通过广泛的实验,我们证明了我们的协议可以有效降低通信成本,同时保持较高的查询质量。

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