Device-Free Localization Systems Utilizing Wireless RSSI: A Comparative Practical Investigation

被引:34
作者
Konings, Daniel [1 ]
Alam, Fakhrul [1 ]
Noble, Frazer [1 ]
Lai, Edmund M-K [2 ]
机构
[1] Massey Univ, Sch Engn & Adv Technol, Auckland 0632, New Zealand
[2] Auckland Univ Technol, Sch Engn Comp & Math Sci, Auckland 1010, New Zealand
关键词
Device-free localization (DFL); indoor positioning systems (IPS); TRACKING; NETWORKS; ACCURATE;
D O I
10.1109/JSEN.2018.2888862
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Device-free localization (DFL) systems that rely on the wireless received signal strength indicator (RSSI) metric to localize targets with no device attached to them have been reported in the literature for almost a decade. Approaches using RSSI can be split into three main categories. Link-based approaches utilize weighted summation or probabilistic methods to infer location. Location-based approaches create a fingerprint map of an area. Radio Tomographic Imaging treat DFL as an imaging problem solved with a linear inverse. In this paper, we implement and investigate the performance of all three major RSSI approaches in two test environments. We demonstrate how different environments and walking trajectories can have significant effects on the localization accuracy. The experimental results lead us to the conclusion that without implementing and testing within the same environment for the same target trajectories, the performance of various classes of DFL systems cannot be reliably evaluated. Relying on the stated accuracy from the literature for comparison is a flawed premise.
引用
收藏
页码:2747 / 2757
页数:11
相关论文
共 42 条
[1]  
[Anonymous], XANDEM INN SEC SEN C
[2]  
[Anonymous], 2017, 2017 IEEE 24 INT C M
[3]  
[Anonymous], P INT C LOC GNSS ICL
[4]  
[Anonymous], 183052016 ISOIEC JT
[5]  
Bamba B., 2008, P 15 ANN ACM INT S A, P237
[6]  
Bo Han, 2015, 2015 Asia-Pacific Microwave Conference (APMC). Proceedings, P1, DOI 10.1109/APMC.2015.7412942
[7]  
Cassara P., 2015, 2015 INT C IND POS I, DOI [10.1109/IPIN.2015.7346788, DOI 10.1109/IPIN.2015.7346788]
[8]   Mean shift: A robust approach toward feature space analysis [J].
Comaniciu, D ;
Meer, P .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (05) :603-619
[9]   Lightweight and privacy-preserving RFID authentication scheme for distributed IoT infrastructure with secure localization services for smart city environment [J].
Gope, Prosanta ;
Amin, Ruhul ;
Islam, S. K. Hafizul ;
Kumar, Neeraj ;
Bhalla, Vinod Kumar .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 83 :629-637
[10]   An Exponential-Rayleigh Model for RSS-Based Device-Free Localization and Tracking [J].
Guo, Yao ;
Huang, Kaide ;
Jiang, Nanyong ;
Guo, Xuemei ;
Li, Youfu ;
Wang, Guoli .
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2015, 14 (03) :484-494