Potential risks of WiFi-based indoor positioning and progress on improving localization functionality

W. Jung, S. Bell, A. Petrenko, A. Sizo
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引用次数: 18

Abstract

Much effort has been expended to develop and improve indoor positioning. Many wireless sensor technologies have been used for indoor positioning systems; however WiFi has been the most widely employed sensor system as an alternative to Global Positioning System (GPS). Many commercial indoor positioning services such as those developed for and available on Apple and Android systems are hardly satisfying users' demand, primarily because of their inaccurate positioning. The Saskatchewan Enhanced Positioning System (SaskEPS) has been developed to provide reliable indoor positioning as a complement to GPS. SaskEPS successfully produces very reliable 2.5-Dimensional positioning (X-Y and floor) information at randomly selected fixed locations across an extensive indoor environment at the University of Saskatchewan. SaskEPS produces GPS-like positioning accuracy (sub 10 metre error) during testing; however there are several additional limitations that reduce the ability of non-GPS systems to provide accurate and reliable positioning indoors as compared to GPS. SaskEPS and other trilateration-based WiFi-based Positioning Systems can improve their positioning abilities with techniques commonly used in GPS-based positioning systems; therefore, SaskEPS has integrated a map-matching technique (Post-positioning correction) with its trilateration-based algorithm (Pre-positioning determination). In this paper we explore some limitations for WiFi-based indoor positioning with an explicit examination of SaskEPS in a complex multi-building environment. As well, some add-on localization functionalities are tested for reducing positioning errors and increasing reliability of SaskEPS.
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基于wifi的室内定位的潜在风险和改进定位功能的进展
在发展和改进室内定位方面已经付出了很多努力。许多无线传感器技术已用于室内定位系统;然而,作为全球定位系统(GPS)的替代方案,WiFi已经成为应用最广泛的传感器系统。许多商业室内定位服务,如为苹果和安卓系统开发和提供的,很难满足用户的需求,主要是因为它们的定位不准确。萨斯喀彻温省增强定位系统(SaskEPS)已经开发,提供可靠的室内定位,作为GPS的补充。SaskEPS成功地在萨斯喀彻温大学广泛的室内环境中随机选择固定位置,生成非常可靠的2.5维定位(X-Y和地板)信息。SaskEPS在测试过程中产生类似gps的定位精度(误差低于10米);然而,与GPS相比,还有一些额外的限制降低了非GPS系统在室内提供准确可靠定位的能力。SaskEPS和其他基于wifi的三边定位系统可以利用gps定位系统中常用的技术来提高定位能力;因此,SaskEPS将地图匹配技术(定位后校正)与基于三边的算法(定位前确定)相结合。在本文中,我们通过在复杂的多建筑环境中明确检查SaskEPS,探讨了基于wifi的室内定位的一些局限性。此外,还测试了一些附加的定位功能,以减少定位错误并提高SaskEPS的可靠性。
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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