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Improving the Accuracy of Decawave's UWB MDEK1001 Location System by Gaining Access to Multiple Ranges
Antonio R Jiménez1, Fernando Seco1
1Centre for Automation and Robotics (CAR), Consejo Superior de Investigaciones Científicas (CSIC)-UPM, Ctra. Campo Real km 0.2, La Poveda, Arganda del Rey, 28500 Madrid, Spain.
This study enhances ultrawideband (UWB) indoor localization by increasing range measurements. A novel method uses duplicated tags and an interleaved anchor network to achieve centimeter-level accuracy, outperforming standard systems.
Area of Science:
- Robotics and Automation
- Wireless Communication and Networking
- Indoor Positioning Systems
Background:
- Accurate indoor localization is crucial for people, robots, and IoT devices.
- Ultrawideband (UWB) offers centimeter-level accuracy but is degraded by indoor obstacles.
- Existing UWB systems face hardware limitations, restricting range measurements and redundancy.
Purpose of the Study:
- To address the limitations of commercial UWB systems regarding measurement redundancy.
- To develop and demonstrate a procedure for increasing the number of range measurements per tag.
- To improve the robustness and accuracy of UWB-based indoor localization.
Main Methods:
- Implemented a strategy involving duplicated mobile tags and a double interleaved anchor network.
- Utilized a wireless BLE protocol via an API to obtain up to eight range measurements per tag at 10 Hz.
- Designed a robustified Extended Kalman Filter (EKF) for position estimation using trilateration and outlier removal.
Main Results:
- Successfully enabled each mobile tag to measure ranges to eight anchors, overcoming the commercial system's four-anchor limit.
- Demonstrated improved position estimation accuracy compared to the standard four-range commercial solution.
- Validated the multi-range approach in both laboratory and apartment environments.
Conclusions:
- Increasing range measurement redundancy significantly enhances UWB localization accuracy in indoor environments.
- The proposed method effectively mitigates the impact of signal obstructions and outliers.
- This multi-range UWB approach offers a practical solution for more reliable and precise indoor positioning.
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