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Robust Pedestrian Dead Reckoning Based on MEMS-IMU for Smartphones
Jian Kuang1, Xiaoji Niu2, Xingeng Chen3
1GNSS Research Center, Wuhan University, 129 Luoyu Road, Wuhan 430079, China. kuang@whu.edu.cn.
Sensors (Basel, Switzerland)
|May 5, 2018
Summary
This study introduces an improved pedestrian dead reckoning (PDR) algorithm using smartphone sensors. The enhanced algorithm offers more robust position estimation, particularly in challenging scenarios like swaying hands and failed step detection.
Area of Science:
- * Navigation Systems
- * Mobile Sensing
- * Human-Computer Interaction
Background:
- * Pedestrian dead reckoning (PDR) is crucial for indoor navigation.
- * Existing strap-down inertial navigation system (SINS)-based PDR algorithms face challenges with accuracy and robustness.
- * Smartphone sensors (gyros, accelerometers, magnetometers) offer a viable platform for PDR.
Purpose of the Study:
- * To develop a more robust PDR algorithm utilizing smartphone SINS.
- * To enhance position and velocity estimation accuracy compared to existing methods.
- * To evaluate the algorithm's performance across various smartphone usage scenarios.
Main Methods:
- * Integration of gait models and motion constraints for pseudo-measurements (3D velocity, 2D position increment).
- * Utilization of gravity vector, magnetic field vector, and quasi-static attitude.
- * Comparative analysis against existing SINS-based PDR and gait-model-based PDR algorithms.
Main Results:
- * The proposed algorithm demonstrates improved position estimation compared to existing SINS-based PDR.
- * Superior performance observed in specific smartphone positions: handheld, calling, swaying, and pocket.
- * Enhanced accuracy particularly noted when the smartphone is in a swaying hand and step detection fails.
Conclusions:
- * The advanced PDR algorithm offers a more robust and accurate solution for smartphone-based navigation.
- * The method effectively handles variations in smartphone orientation and sensor performance.
- * This research contributes to more reliable pedestrian navigation systems using ubiquitous mobile devices.
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