Multivariate Polynomial Interpolation Based Indoor Fingerprinting Localization Using Bluetooth

被引:8
|
作者
Zhang, Meiyan [1 ]
Cai, Wenyu [2 ]
机构
[1] Zhejiang Univ Water Resources & Elect Power, Sch Elect Engn, Hangzhou 310018, Peoples R China
[2] Hangzhou Dianzi Univ, Coll Elect & Informat, Hangzhou 310018, Peoples R China
基金
中国国家自然科学基金;
关键词
Sensor signals processing; fingerprinting localization; indoor localization; localization accuracy; multivariate polynomial interpolation;
D O I
10.1109/LSENS.2018.2878558
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
Comparing with mature outdoor positioning technology, the demand for indoor positioning is also becoming increasingly extensive. Fingerprinting-based localization using Bluetooth is a promising method for indoor localization. The localization accuracy mainly depends on the quality of fingerprints database, and we have to collect a larger number of training sites in order to achieve finer-grained positioning. However, the site survey for constructing a fine-grained fingerprints database is very time consuming and labor intensive. In order to improve localization accuracy under the condition of without additional fingerprints, we use multivariate polynomial function to construct the fine-grained interpolated fingerprints database derived from the coarse-grained collected fingerprints. Extensive simulation results verify that the proposed multivariate polynomial function interpolation based fingerprinting localization method can improve localization accuracy effectively.
引用
收藏
页数:4
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