JOURNAL ARTICLE

Gyroscope-constrained magnetometer PDR/Wi-Fi indoor positioning algorithm

Ruiyi TangS. Timoshenko

Year: 2025 Journal:   PLoS ONE Vol: 20 (10)Pages: e0335277-e0335277   Publisher: Public Library of Science

Abstract

To address the issue of low precision in sensor data measured by smartphones, we propose a gyroscope-constrained magnetometer Pedestrian Dead Reckoning (PDR)/Wi-Fi indoor positioning algorithm, focusing on improving the PDR heading angle. We utilize the heading angle constrained by the gyroscope and magnetometer and enhance fingerprint data using Kriging interpolation, effectively doubling the signal fingerprint density. We combine the optimized PDR algorithm and Wi-Fi fingerprint positioning results through an Extended Kalman Filter. Experimental results show that the traditional PDR algorithm has an average positioning error of 2.02 meters, with 90% of errors below 3.71 meters. The improved PDR algorithm reduces the average positioning error to 1.07 meters, with 90% of errors below 2.12 meters. Integrating Wi-Fi and the improved PDR algorithm further reduces the average positioning error to 0.71 meters, with 90% of errors below 1.42 meters.

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Topics

Indoor and Outdoor Localization Technologies
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Radio Wave Propagation Studies
Physical Sciences →  Engineering →  Aerospace Engineering
Speech and Audio Processing
Physical Sciences →  Computer Science →  Signal Processing

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