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Height Error Correction for Shoe-Mounted Inertial Sensors Exploiting Foot Dynamics
Estefania Munoz Diaz1, Susanna Kaiser2, Dina Bousdar Ahmed3
1German Aerospace Center (DLR), Institute of Communications and Navigation, Oberpfaffenhofen, 82234 Wessling, Germany. Estefania.Munoz@dlr.de.
This study introduces a novel height correction algorithm for shoe-mounted inertial sensors, improving vertical positioning accuracy by analyzing foot dynamics on different surfaces. The method significantly reduces accumulated height errors in satellite-denied navigation.
Area of Science:
- * Navigation and Positioning Systems
- * Sensor Data Fusion
- * Biomechanics
Background:
- * Shoe-mounted inertial sensors are crucial for positioning in satellite-denied environments.
- * Zero-velocity corrections mitigate accumulated errors from sensor noise.
- * Height estimation errors remain a significant challenge in inertial navigation.
Purpose of the Study:
- * To propose and evaluate a new height correction algorithm for inertial navigation systems.
- * To leverage foot dynamics, differentiating between horizontal and stair walking, for improved vertical accuracy.
- * To enhance positioning performance in satellite-denied scenarios.
Main Methods:
- * Development of a height correction algorithm based on foot movement dynamics.
- * Implementation of algorithms to identify horizontal surfaces versus stairs during locomotion.
- * Data collection involving 10 volunteers over 5 hours in a multi-story building.
Main Results:
- * The proposed height correction algorithm was evaluated against ground truth data.
- * A significant improvement in vertical positioning accuracy was observed.
- * The correction method enhanced height accuracy by up to 85% compared to uncorrected estimates.
Conclusions:
- * The novel foot-dynamics-based height correction effectively reduces vertical positioning errors.
- * This approach offers a promising solution for accurate indoor and satellite-denied navigation.
- * Further research can explore advanced biomechanical models for even greater precision.
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