ILLOC: In-Hall Localization with Standard LoRaWAN Uplink Frames

Dongfang Guo, GU Chaojie, Linshan Jiang, W. Luo, Rui Tan, Dongfang Guo, Chaojie Gu, Linshan Jiang, W. Luo
{"title":"ILLOC: In-Hall Localization with Standard LoRaWAN Uplink Frames","authors":"Dongfang Guo, GU Chaojie, Linshan Jiang, W. Luo, Rui Tan, Dongfang Guo, Chaojie Gu, Linshan Jiang, W. Luo","doi":"10.1145/3517245","DOIUrl":null,"url":null,"abstract":"LoRaWAN is a narrowband wireless technology for ubiquitous connectivity. For various applications, it is desirable to localize LoRaWAN devices based on their uplink frames that convey application data. This localization service operates in an unobtrusive manner, in that it requires no special software instrumentation to the LoRaWAN devices. This paper investigates the feasibility of unobtrusive localization for LoRaWAN devices in hall-size indoor spaces like warehouses, airport terminals, sports centers, museum halls, etc. We study the TDoA-based approach, which needs to address two challenges of poor timing performance of LoRaWAN narrowband signal and nanosecond-level clock synchronization among anchors. We propose the ILLOC system featuring two LoRaWAN-specific techniques: (1) the cross-correlation among the differential phase sequences received by two anchors to estimate TDoA and (2) the just-in-time synchronization enabled by a specially deployed LoRaWAN end device providing time reference upon detecting a target device’s transmission. In a long tunnel corridor, a 70 × 32m 2 sports hall, and a 110 × 70m 2 indoor plaza with extensive non-line-of-sight propagation paths, ILLOC achieves median localization errors of 6m (with 2 anchors), 8 . 36m (with 6 anchors), and 15 . 16m (with 6 anchors and frame fusion), respectively. The achieved accuracy makes ILLOC useful for applications including zone-level asset tracking, misplacement detection, airport trolley management, and cybersecurity enforcement like detecting impersonation attacks launched by remote radios. . the design and evaluation of a TDoA-based, unobtrusive in-hall LoRaWAN localization (ILLOC) system for any off-the-shelf LoRaWAN end devices. ILLOC deploys multiple anchors with known positions and estimates the position of an end device based on the anchors’ TDoA measurements regarding any single uplink frame from the end device. The anchors are based on software-defined radios (SDRs) to access the physical layer. We prototype ILLOC using both Universal Software Radio Peripheral (USRP) and LimeSDR that is about 10x cheaper than USRP as the anchor. The design of ILLOC the following","PeriodicalId":20463,"journal":{"name":"Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3517245","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

Abstract

LoRaWAN is a narrowband wireless technology for ubiquitous connectivity. For various applications, it is desirable to localize LoRaWAN devices based on their uplink frames that convey application data. This localization service operates in an unobtrusive manner, in that it requires no special software instrumentation to the LoRaWAN devices. This paper investigates the feasibility of unobtrusive localization for LoRaWAN devices in hall-size indoor spaces like warehouses, airport terminals, sports centers, museum halls, etc. We study the TDoA-based approach, which needs to address two challenges of poor timing performance of LoRaWAN narrowband signal and nanosecond-level clock synchronization among anchors. We propose the ILLOC system featuring two LoRaWAN-specific techniques: (1) the cross-correlation among the differential phase sequences received by two anchors to estimate TDoA and (2) the just-in-time synchronization enabled by a specially deployed LoRaWAN end device providing time reference upon detecting a target device’s transmission. In a long tunnel corridor, a 70 × 32m 2 sports hall, and a 110 × 70m 2 indoor plaza with extensive non-line-of-sight propagation paths, ILLOC achieves median localization errors of 6m (with 2 anchors), 8 . 36m (with 6 anchors), and 15 . 16m (with 6 anchors and frame fusion), respectively. The achieved accuracy makes ILLOC useful for applications including zone-level asset tracking, misplacement detection, airport trolley management, and cybersecurity enforcement like detecting impersonation attacks launched by remote radios. . the design and evaluation of a TDoA-based, unobtrusive in-hall LoRaWAN localization (ILLOC) system for any off-the-shelf LoRaWAN end devices. ILLOC deploys multiple anchors with known positions and estimates the position of an end device based on the anchors’ TDoA measurements regarding any single uplink frame from the end device. The anchors are based on software-defined radios (SDRs) to access the physical layer. We prototype ILLOC using both Universal Software Radio Peripheral (USRP) and LimeSDR that is about 10x cheaper than USRP as the anchor. The design of ILLOC the following
ILLOC:基于标准LoRaWAN上行帧的厅内定位
LoRaWAN是一种窄带无线技术,用于无处不在的连接。对于各种应用来说,基于传输应用数据的上行链路帧对LoRaWAN设备进行本地化是可取的。这种本地化服务以一种不引人注目的方式运行,因为它不需要对LoRaWAN设备进行特殊的软件安装。本文研究了LoRaWAN设备在仓库、机场航站楼、体育中心、博物馆大厅等大厅大小的室内空间进行低调定位的可行性。我们研究了基于tdoa的方法,该方法需要解决LoRaWAN窄带信号时序性能差和锚点间纳秒级时钟同步两个挑战。我们提出了具有两种LoRaWAN特定技术的ILLOC系统:(1)两个锚点接收到的差分相位序列之间的相互关联来估计TDoA;(2)通过专门部署的LoRaWAN端设备实现即时同步,在检测到目标设备的传输时提供时间参考。在长隧道走廊、70 × 32m2的体育馆和110 × 70m2的非视距传播路径广泛的室内广场中,ILLOC实现的中位定位误差为6m(2个锚点),8。36米(带6个锚)和15。16m(6个锚和框架融合)。实现的准确性使ILLOC可用于区域级资产跟踪,错位检测,机场手推车管理和网络安全执法,如检测远程无线电发起的模拟攻击。为任何现成的LoRaWAN终端设备设计和评估基于tdoa的、不显眼的厅内LoRaWAN定位(ILLOC)系统。ILLOC部署多个已知位置的锚点,并根据锚点对来自终端设备的任何单个上行帧的TDoA测量来估计终端设备的位置。锚点基于软件定义无线电(sdr)来访问物理层。我们使用通用软件无线电外设(USRP)和LimeSDR对ILLOC进行原型设计,LimeSDR比USRP便宜约10倍。下面是ILLOC的设计
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