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An Extensible Positioning System for Locating Mobile Robots in Unfamiliar Environments.

Xiaosu Xu1,2, Xinghua Liu3,4, Beichen Zhao5,6

  • 1Key Laboratory of Micro-Inertial Instrument and Advanced Navigation Technology, Ministry of Education, Southeast University, Nanjing 210096, China. xxs@seu.edu.cn.

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Summary

This study introduces an extensible mobile robot positioning system using ultra-wideband (UWB) and inertial measurement units (IMU). The system achieves precise localization in unknown environments, even when extended with new anchors.

Keywords:
data fusionextensible positioning systemindoor positioningmaximum correntropy Kalman filtermobile robotunfamiliar environment

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Area of Science:

  • Robotics
  • Navigation Systems
  • Sensor Fusion

Background:

  • Accurate mobile robot localization is crucial for autonomous operation, especially in unknown or dynamic environments.
  • Existing systems often require complex infrastructure, including inter-anchor communication and clock synchronization.

Purpose of the Study:

  • To propose an extensible positioning system for mobile robots that does not require inter-anchor communication or clock synchronization.
  • To enable robust localization in unfamiliar environments by allowing system extension with new anchors.

Main Methods:

  • A system combining stereo cameras, an inertial measurement unit (IMU), and an ultra-wideband (UWB) network.
  • Recursive least squares (RLS) for estimating new anchor positions.
  • Maximum correntropy Kalman filter (MCKF) for fusing UWB and IMU data.
  • Visual SLAM and UWB system comparison for initial attitude calculation.

Main Results:

  • Achieved a root mean square error (RMSE) of 0.130 m with all anchors.
  • Demonstrated robust performance in unfamiliar environments with an RMSE of 0.131 m.
  • New anchor position estimation achieved an Euler distance RMSE of 0.061 m.

Conclusions:

  • The proposed extensible positioning system offers high accuracy and adaptability for mobile robots.
  • The system effectively localizes robots in unknown environments by seamlessly integrating new UWB anchors.
  • The method overcomes limitations of traditional UWB systems by removing communication and synchronization requirements.