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Loose Coupling of Wearable-Based INSs with Automatic Heading Evaluation.
Dina Bousdar Ahmed1, Estefania Munoz Diaz2
1Institute of Communications and Navigation, German Aerospace Centre (DLR), Oberpfaffenhofen, 82234 Wessling, Germany. dina.bousdarahmed@dlr.de.
This study introduces a novel smart update fusion method for pedestrian position tracking using two wearable inertial measurement units (IMUs). This approach significantly improves accuracy by intelligently combining data from pocket and foot-mounted IMUs.
Area of Science:
- Robotics
- Sensor Fusion
- Human-Computer Interaction
Background:
- Pedestrian position tracking using inertial sensors is a key research area.
- Existing inertial navigation systems (INSs) typically rely on a single inertial measurement unit (IMU).
- The future of wearable devices necessitates advanced multi-IMU tracking solutions.
Purpose of the Study:
- To implement and evaluate an INS utilizing two wearable IMUs.
- To develop a loosely coupled fusion approach for combining data from pocket-mounted and foot-mounted IMUs.
- To introduce a novel 'smart update' method for optimizing INS performance.
Main Methods:
- A loosely coupled fusion strategy was employed to integrate outputs from two wearable INSs.
- The system utilized a pocket-mounted IMU and a foot-mounted IMU.
- A novel concept for assessing heading estimation quality, subject to patent, was developed to enable the 'smart update' functionality.
Main Results:
- The proposed 'smart update' fusion method intelligently combines INS outputs, prioritizing the least erroneous data.
- A new method for dynamically evaluating heading estimation quality was successfully implemented.
- The loosely coupled fusion demonstrated a 10 cm/s improvement in position error rate compared to individual foot or pocket INS in 95% of cases.
Conclusions:
- The 'smart update' fusion of dual wearable IMUs offers a significant advancement in pedestrian position tracking.
- The novel heading quality estimation method is crucial for the success of the smart update strategy.
- This approach enhances INS accuracy and reliability for future wearable technology applications.
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