Quaternion Vector Based Pedestrian Dead-Reckoning with Smartphones

被引:1
|
作者
Essiz, Gorkem [1 ]
Soysal, Gokhan [1 ]
机构
[1] Ankara Univ, Elekt Elekt Muhendisligi Bolumu, Ankara, Turkey
关键词
attitude estimation; quaternion; pedestrian dead-reckoning; step detection; adaptive step length estimation;
D O I
10.1109/siu.2019.8806544
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
Global Positioning System (GPS) is frequently used for location determination in military and civil aviation sector, vehicles, smartphones etc. However, when satellite signal is weak or there is not any signal to connect and also for indoor navigation problems, an alternative solution is needed for location estimation. This study contains Pedestrian Dead-Reckoning (PDR) by aid of smartphone body-mounted Micro Electro-Mechanic (MEMS) without GPS usage. Quaternion based attitude estimation is used to avoid Euler integration singularity problem. Furthermore, attitude estimation with accelerometer/magnetometer and the quaternion attitude outputs is fused with Kalman Filter (KF) to get rid of gyroscope drift error. Steps are detected by using accelerometer magnitude and then step frequencies are calculated for the adaptive step length estimation. Thereafter, pedestrian position is obtained by using the estimated attitude and step length. Indoor and outdoor test scenarios are specified and with gathering data, PDR is performed to designate the accuracy of this study.
引用
收藏
页数:4
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