Indoor Localization for IoT Applications Using Fingerprinting

被引:0
作者
Fonseka, Priyath [1 ]
Sandrasegaran, Kumbesan [1 ]
机构
[1] Univ Technol Sydney, Fac Engn & Informat Technol, Sydney, NSW, Australia
来源
2018 IEEE 4TH WORLD FORUM ON INTERNET OF THINGS (WF-IOT) | 2018年
关键词
IoT; indoor localization; fingerprinting;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Fingerprinting method is one of the preferred method used for indoor localization using Wi-Fi signals because of its low complexity and its cost effectiveness. This paper proposes an indoor localization algorithm using fingerprinting method that is suitable for an indoor IoT application. The proposed algorithm combines the location estimates from two different approaches, deterministic and probabilistic, to estimate the target location. The proposed algorithm was tested for different conditions: stationary and moving IoT targets, line-of-sight and non-line-of-sight indoor environments. The results showed the proposed combined algorithm performed better in terms of localization accuracy, precision and robustness than deterministic and probabilistic methods individually and similar past research.
引用
收藏
页码:736 / 741
页数:6
相关论文
共 11 条
[1]  
[Anonymous], 2012, PROC WORLD AUTOMAT C
[2]  
[Anonymous], J COMPUTER NETWORKS
[3]  
Bose Atreyi, 2007, P 6 INT C INF COMM S, P1, DOI DOI 10.1109/ICICS.2007.4449717
[4]  
Kaemarungsi K, 2004, PROCEEDINGS OF MOBIQUITOUS 2004, P14
[5]  
Kaemarungsi K, 2004, IEEE INFOCOM SER, P1012
[6]   Survey of wireless indoor positioning techniques and systems [J].
Liu, Hui ;
Darabi, Houshang ;
Banerjee, Pat ;
Liu, Jing .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2007, 37 (06) :1067-1080
[7]   An Improved WiFi Indoor Positioning Algorithm by Weighted Fusion [J].
Ma, Rui ;
Guo, Qiang ;
Hu, Changzhen ;
Xue, Jingfeng .
SENSORS, 2015, 15 (09) :21824-21843
[8]  
Macagnano D, 2014, 2014 IEEE WORLD FORUM ON INTERNET OF THINGS (WF-IOT), P117, DOI 10.1109/WF-IoT.2014.6803131
[9]  
Patmanathan V., 2006, KTH ELECT ENG
[10]  
Prasithsangaree P, 2002, 13TH IEEE INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS, VOL 1-5, PROCEEDINGS, P720, DOI 10.1109/PIMRC.2002.1047316