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An Improved BLE Indoor Localization with Kalman-Based Fusion: An Experimental Study.

Jenny Röbesaat1, Peilin Zhang2, Mohamed Abdelaal3

  • 1OFFIS-Institut für Informatik, 26121 Oldenburg, Germany. jenny.roebesaat@offis.de.

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Summary

This study introduces a new indoor positioning system combining trilateration and dead reckoning. The novel fusion method, utilizing Kalman filtering and environmental context, achieves sub-meter accuracy, outperforming existing techniques.

Keywords:
Bluetooth Low EnergyKalman filterdata fusiondead reckoningindoor localizationtrilateration

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Area of Science:

  • Computer Science
  • Electrical Engineering
  • Robotics

Background:

  • Indoor positioning systems are crucial but lack universal efficacy.
  • Existing methods like trilateration and dead reckoning have limitations in accuracy and stability.
  • High-accuracy indoor localization remains a significant challenge in various applications.

Purpose of the Study:

  • To propose a novel indoor positioning method by fusing trilateration and dead reckoning.
  • To enhance positioning accuracy by incorporating environmental context information.
  • To evaluate the performance of the proposed fusion method against traditional approaches.

Main Methods:

  • Developed a fusion algorithm using Kalman filtering for position estimation.
  • Utilized Android devices with Bluetooth Low Energy (BLE) for stable signal strength and low energy consumption.
  • Integrated environmental context into the positioning algorithm to refine accuracy.

Main Results:

  • The proposed fusion method significantly outperformed standalone trilateration and dead reckoning.
  • Kalman-based fusion achieved an indoor positioning accuracy of less than one meter in experimental settings.
  • The incorporation of environmental context further improved the positioning accuracy.

Conclusions:

  • The novel fusion method offers a robust and accurate solution for indoor positioning.
  • Kalman filtering effectively integrates multiple positioning techniques for enhanced performance.
  • The system demonstrates practical applicability for precise indoor localization using BLE technology.