LOCATOR: location estimation system For wireless LANs

Ankur Agiwal, Parakram Khandpur, H. Saran
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引用次数: 63

Abstract

With the wide spread growth of mobile computing devices and local area wireless networks, wireless network providers have started to target the users with value-added services based on the users' location information. Thus, location awareness and user tracking in indoor wireless networks has become an increasingly important issue. To address the issue, we have developed LOCATOR, a radio frequency based system for location estimation of users in indoor wireless networks. Our system works by building a radio map of the network site, which involves taking signal strength samples at various points in the wireless network, and then using this radio map, the system estimates the user's current location from the value of his current observed signal strength. Although the use of an RF-based technique for location estimation is not new, but LOCATOR is unique in the way it builds and manages the radio map to process location queries. Moreover, in addition to using ideas of probability to model the problem, we have devised a multi-level clustering based algorithm that work in conjunction with an interpolation scheme for a more efficient and accurate location estimation. We have tested our system on 802.11b wireless network testbeds and have been able to achieve an accuracy of location estimation to within 4 feet of the actual user location with 90% probabilit.
定位器:无线局域网的位置估计系统
随着移动计算设备和局域无线网络的广泛普及,无线网络提供商开始针对用户提供基于用户位置信息的增值业务。因此,在室内无线网络中,位置感知和用户跟踪已成为越来越重要的问题。为了解决这个问题,我们开发了LOCATOR,这是一个基于射频的系统,用于室内无线网络中用户的位置估计。我们的系统通过建立网络站点的无线地图来工作,这包括在无线网络的各个点上采集信号强度样本,然后使用该无线地图,系统根据用户当前观察到的信号强度值来估计用户当前的位置。虽然使用基于射频的技术进行位置估计并不新鲜,但LOCATOR在构建和管理无线电地图以处理位置查询的方式上是独一无二的。此外,除了使用概率思想对问题进行建模之外,我们还设计了一种基于多级聚类的算法,该算法与插值方案相结合,可以更有效、更准确地进行位置估计。我们已经在802.11b无线网络测试平台上测试了我们的系统,并且能够实现位置估计的准确性,在实际用户位置的4英尺范围内,概率为90%。
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