Lighthouse: Enabling Landmark-Based Accurate and Robust Next Generation Indoor LBSs on a Worldwide Scale

M. Youssef, P. Robertson, Heba Abdelnasir, Maria Garcia Puyol, Etienne Le Grand, L. Bruno
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引用次数: 4

Abstract

A WiFi-based landmark (LM) is a unique point in the physical space that has a repeatable and identifiable WiFi signature as sensed by a mobile device. We present Lighthouse, a new class of WiFi landmarks based on concepts from computational geometry theory that can be leveraged to provide worldwide robust and accurate location based services (LBSs). The proposed Lighthouse landmarks have the nice properties of being abundant in space, hardware-and carry position-independent, can be computed efficiently from a single scan, are confined to a small area of space, do not restrict the user movement path, and do not require any calibration. We show that the positioning error of the Lighthouse landmarks is bounded and present the different extensions that allow it to handle practical situations including the noisy wireless channel, different AP transmit powers, obstacles in the environment, among others. We further present efficient algorithms for extracting them from WiFi scans. We have implemented and evaluated Lighthouse using thousands of surveys collected from different cities worldwide over a six months period. Our results show that Lighthouse's landmarks are one order of magnitude more frequent in the environment compared to the other state-of-the-art WiFi-based landmarks. In addition, the median accuracy of determining the LMs location is less than 3.6 meters. This accuracy is robust over time, different phones hardware, phone carrying positions, and parameters configurations; highlighting the promise of Lighthouse landmarks for enabling the next generation LBSs on a worldwide scale.
灯塔:在全球范围内实现基于地标的精确和稳健的下一代室内lbs
基于WiFi的地标(LM)是物理空间中一个独特的点,它具有可重复和可识别的WiFi签名,可被移动设备感知。我们介绍了Lighthouse,这是一种基于计算几何理论概念的新型WiFi地标,可以用来提供全球范围内强大而准确的基于位置的服务(LBSs)。所提出的灯塔地标具有空间丰富,硬件和携带位置无关,可以通过单次扫描有效地计算,局限于很小的空间区域,不限制用户的运动路径,并且不需要任何校准的良好特性。我们证明了灯塔地标的定位误差是有限的,并提出了不同的扩展,使其能够处理实际情况,包括有噪声的无线信道,不同的AP发射功率,环境中的障碍物等。我们进一步提出了从WiFi扫描中提取它们的有效算法。在六个月的时间里,我们使用从世界各地不同城市收集的数千份调查来实施和评估灯塔。我们的研究结果表明,与其他最先进的基于wifi的地标相比,Lighthouse的地标在环境中的频率要高一个数量级。此外,确定LMs位置的中位数精度小于3.6米。随着时间的推移,不同的手机硬件,手机携带位置和参数配置,这种准确性是稳健的;突出了灯塔地标在全球范围内实现下一代lbs的承诺。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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