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Article

Performance Characterization of a Commercial UWB Localization Relative to Low-Cost Vision-Based Tracking

by
Andreea-Catalina Galea
and
Mircea-Bogdan Radac
*
Department of Automation and Applied Informatics, Politehnica University of Timisoara, 300223 Timisoara, Romania
*
Author to whom correspondence should be addressed.
Machines 2026, 14(1), 62; https://doi.org/10.3390/machines14010062 (registering DOI)
Submission received: 2 December 2025 / Revised: 30 December 2025 / Accepted: 30 December 2025 / Published: 3 January 2026

Abstract

An ultra-wideband (UWB) Anchor–Tag commercial sensor system used for positioning is characterized herein, against an image-processing based positioning system used as a ground truth. The UWB consists of a single anchor that measures the angle of arrival (AoA) and distance to the moving tag. The driftless camera-based positioning system requires a series of complex operations, among camera calibration, image processing and network transmission delay estimation, and time alignment with the analyzed UWB measurement system. For the UWB system, the accuracy, precision, resolution, covered area, and error-vs-distance dependence are measured on several collected trajectories, both stationary and in motion. Several filtering solutions are proposed to improve these metrics that are affected by some faulty measurements, to subsequently validate the overall performance. The condition monitoring is verified both in offline and in online processing modes, using these filtering solutions. Our approach is black-box and does not use additional information except for raw position data. The importance and feasibility of UWB systems for indoor or outdoor localization is demonstrated, as well as some caveats and possible mitigation strategies.
Keywords: ultra-wideband; sensor characterization; camera; localization; accuracy; precision; filtering ultra-wideband; sensor characterization; camera; localization; accuracy; precision; filtering

Share and Cite

MDPI and ACS Style

Galea, A.-C.; Radac, M.-B. Performance Characterization of a Commercial UWB Localization Relative to Low-Cost Vision-Based Tracking. Machines 2026, 14, 62. https://doi.org/10.3390/machines14010062

AMA Style

Galea A-C, Radac M-B. Performance Characterization of a Commercial UWB Localization Relative to Low-Cost Vision-Based Tracking. Machines. 2026; 14(1):62. https://doi.org/10.3390/machines14010062

Chicago/Turabian Style

Galea, Andreea-Catalina, and Mircea-Bogdan Radac. 2026. "Performance Characterization of a Commercial UWB Localization Relative to Low-Cost Vision-Based Tracking" Machines 14, no. 1: 62. https://doi.org/10.3390/machines14010062

APA Style

Galea, A.-C., & Radac, M.-B. (2026). Performance Characterization of a Commercial UWB Localization Relative to Low-Cost Vision-Based Tracking. Machines, 14(1), 62. https://doi.org/10.3390/machines14010062

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