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LocSpeck: A Collaborative and Distributed Positioning System for Asymmetric Nodes Based on UWB Ad-Hoc Network and
Mostafa Sakr1, Andrea Masiero2, Naser El-Sheimy1
1Department of Geomatics Engineering, University of Calgary, 2500 University Drive NW, Calgary, AB T2N 1N4, Canada.
LocSpeck offers collaborative indoor positioning without fixed anchors, using peer-to-peer range and Wi-Fi. This distributed system enhances positioning for weaker mobile nodes through collaboration.
Area of Science:
- Robotics and Automation
- Wireless Communication
- Indoor Navigation
Background:
- Traditional indoor positioning systems often rely on fixed infrastructure like ultra-wideband (UWB) anchors.
- Asymmetric sensor capabilities and computational resources among nodes can degrade positioning accuracy for less capable devices.
- Existing systems may lack flexibility in network topology and node management.
Purpose of the Study:
- To introduce LocSpeck, a novel collaborative and distributed indoor positioning system.
- To enable accurate positioning for dynamic nodes in ad-hoc networks without fixed anchors.
- To investigate the benefits of node collaboration for improving positioning of sensor-limited devices.
Main Methods:
- Utilizes inter-node relative range measurements from UWB transceiver chips (e.g., DW1000) and Wi-Fi fingerprinting.
- Employs a distributed estimator for peer-to-peer collaboration, avoiding centralized computation.
- Integrates relative range, internal sensor data, and Wi-Fi Received Signal Strength Indicator (RSSI) readings locally on each node.
Main Results:
- Demonstrated a system capable of online node addition/removal and dynamic role assignment (anchor/rover).
- Real-world tests with smartphones showed that weaker nodes benefit significantly from collaboration with nearby nodes.
- Performance was evaluated against a commercial UWB-based system in realistic indoor navigation scenarios.
Conclusions:
- LocSpeck provides a flexible and robust indoor positioning solution for dynamic, ad-hoc networks.
- Collaborative filtering effectively mitigates the limitations of asymmetric sensor capabilities in mobile nodes.
- The system eliminates the need for fixed UWB infrastructure, offering a more adaptable positioning approach.
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