Open-source optimization method for android smartphone single point positioning

被引:0
|
作者
Changhui Jiang
Yuwei Chen
Jianxin Jia
Haibin Sun
Tinghuai Wang
Zhiyong Duan
Juha Hyyppa
机构
[1] Finnish Geospatial Research Institute,Department of Photogrammetry and Remote Sensing
[2] Huawei Helsinki Research Centre,undefined
来源
GPS Solutions | 2022年 / 26卷
关键词
GNSS; Smartphone; Least square; Kalman filter; Optimization;
D O I
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学科分类号
摘要
Nowadays, a chip-scale Global Navigation Satellite System (GNSS) receiver is ubiquitous in smartphones. In a smartphone GNSS receiver, the least square (LS) or Kalman Filter (KF) is implemented to estimate the position. With the aim to improve the smartphone GNSS position accuracy, we propose a position-smoothing method considering more historical information than the traditional methods, i.e., LS and KF. More past states are regarded as unknowns, and a cost function is constructed to optimize these states. An open-source smartphone dataset from Google was used for testing the proposed method. The experimental results indicate that the proposed method outperforms the other conventional methods in position errors. In addition, we open the source code. We expect that the optimization method implemented in the smartphone GNSS position smoothing application can be an illustrative example to clearly introduce such an optimization method and a reference for its implementation, which might inspire some other meaningful and exciting applications in GNSS.
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