On the Precision of Common Individual or Hybrid Positioning Systems

M. Gunia, Yibo Lu, N. Joram, F. Ellinger
{"title":"On the Precision of Common Individual or Hybrid Positioning Systems","authors":"M. Gunia, Yibo Lu, N. Joram, F. Ellinger","doi":"10.1109/ICL-GNSS.2019.8752919","DOIUrl":null,"url":null,"abstract":"Nowadays, there are a variety of different indoor positioning systems employing diverse techniques. Often, developers and users only have a rough idea about the essential figure of merits of these systems, first and foremost of the precision, accuracy and costs. In this paper, we analyse the former parameter and establish bounds for any unbiased estimator. In particular, we derive the Cramér-Rao Lower Bound (CRLB). This enables us to compare common approaches and to evaluate their combination with regard to hybrid techniques. As an example, it is shown that even though techniques employing the Received Signal Strength (RSS) are inferior to Time of Arrival (ToA) or Time Difference of Arrival (TDoA), the inclusion of RSS provides a means to significantly improve these systems. Our investigations additionally reveal that not all locations in a scenario exhibit the same errors. We validate our findings by means of simulations and experiments. For the latter we employ Wireless Local Area Networks (WLAN), Ultra-Wideband (UWB) radar and ZigBee.","PeriodicalId":119581,"journal":{"name":"2019 International Conference on Localization and GNSS (ICL-GNSS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 International Conference on Localization and GNSS (ICL-GNSS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICL-GNSS.2019.8752919","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

Nowadays, there are a variety of different indoor positioning systems employing diverse techniques. Often, developers and users only have a rough idea about the essential figure of merits of these systems, first and foremost of the precision, accuracy and costs. In this paper, we analyse the former parameter and establish bounds for any unbiased estimator. In particular, we derive the Cramér-Rao Lower Bound (CRLB). This enables us to compare common approaches and to evaluate their combination with regard to hybrid techniques. As an example, it is shown that even though techniques employing the Received Signal Strength (RSS) are inferior to Time of Arrival (ToA) or Time Difference of Arrival (TDoA), the inclusion of RSS provides a means to significantly improve these systems. Our investigations additionally reveal that not all locations in a scenario exhibit the same errors. We validate our findings by means of simulations and experiments. For the latter we employ Wireless Local Area Networks (WLAN), Ultra-Wideband (UWB) radar and ZigBee.
常用单定位或混合定位系统的精度研究
如今,有各种不同的室内定位系统采用不同的技术。通常,开发人员和用户对这些系统的基本优点只有一个粗略的概念,首先是精度、准确性和成本。本文分析了前一种参数,并建立了任意无偏估计量的界。特别地,我们导出了cram - rao下界(CRLB)。这使我们能够比较常见的方法,并就混合技术评估它们的组合。作为一个例子,它表明,即使采用接收信号强度(RSS)的技术不如到达时间(ToA)或到达时间差(TDoA),包含RSS提供了一种显着改进这些系统的手段。我们的调查还表明,并非所有地点在一个场景表现出相同的错误。我们通过模拟和实验来验证我们的发现。对于后者,我们采用无线局域网(WLAN),超宽带(UWB)雷达和ZigBee。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信