Crowdsource Based Indoor Localization by Uncalibrated Heterogeneous Wi-Fi Devices

被引:16
|
作者
Kim, Wooseong [1 ]
Yang, Sungwon [2 ]
Gerla, Mario [2 ]
Lee, Eun-Kyu [3 ]
机构
[1] Gachon Univ, Dept Comp Engn, 1342 Seongnam Ro, Gyeonggi 461701, South Korea
[2] Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90095 USA
[3] Incheon Natl Univ, Dept Informat & Telecommun Engn, 119 Acad Ro, Inchon 406772, South Korea
关键词
Indoor positioning systems - Crowdsourcing;
D O I
10.1155/2016/4916563
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Many indoor localization techniques that rely on received signals from Wi-Fi access points have been explored in the last decade. Recently, crowdsourced Wi-Fi fingerprint attracts much attention, which leads to a self-organized localization system avoiding painful survey efforts. However, this participatory approach introduces new challenges with no previously proposed techniques such as heterogeneous devices, short measurement time, and multiple values for a single position. This paper proposes an efficient localization method combating the three major technical issues in the crowdsourcing based systems. We evaluate our indoor positioning method using 5 places with different radio environment and 8 different mobile phones. The experimental results show that the proposed approach provides consistent localization accuracy and outperforms existing localization algorithms.
引用
收藏
页数:18
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