Fast and Cost-Effective UWB Anchor Position Calibration Using a Portable SLAM System

IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Sensors Journal Pub Date : 2024-07-02 DOI:10.1109/JSEN.2024.3419261
Charles Hamesse;Robbe Vleugels;Michiel Vlaminck;Hiep Luong;Rob Haelterman
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Abstract

We propose a novel method to calibrate the location of ultrawideband (UWB) anchors using a rigidly attached simultaneous localization and mapping (SLAM)-UWB tag sensor system and solving the inverse problem of UWB positioning: based on known trajectories of the tags and UWB measurements relating the tags and the anchor, we estimate the position of the anchors. The proposed system has the potential to be a fast and cost-effective replacement for the traditional total station (TS) or full-room scanner solutions used to calibrate UWB anchors. To evaluate our system, we collect a dataset in a large warehouse in realistic conditions. We describe the design of our hardware-software calibration framework and its implementation, analyze our dataset, and explore how different robust loss functions affect the performance of our algorithm. We report the results of these experiments with detailed ablation studies and cross-validation. Following the open science principles, we release our code publicly.
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使用便携式 SLAM 系统进行快速、经济高效的 UWB 锚点位置校准
我们提出了一种校准超宽带(UWB)锚点位置的新方法,该方法使用刚性连接的同步定位和绘图(SLAM)-UWB 标签传感器系统,并解决了 UWB 定位的逆问题:根据已知的标签轨迹以及与标签和锚点相关的 UWB 测量值,我们估算出了锚点的位置。建议的系统有可能成为传统全站仪 (TS) 或全室扫描仪解决方案的快速、经济高效的替代品,用于校准 UWB 锚点。为了评估我们的系统,我们在一个大型仓库中收集了现实条件下的数据集。我们描述了硬件-软件校准框架的设计及其实现,分析了数据集,并探讨了不同的鲁棒损失函数如何影响我们算法的性能。我们通过详细的消融研究和交叉验证报告了这些实验的结果。我们遵循开放科学原则,公开发布我们的代码。
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来源期刊
IEEE Sensors Journal
IEEE Sensors Journal 工程技术-工程:电子与电气
CiteScore
7.70
自引率
14.00%
发文量
2058
审稿时长
5.2 months
期刊介绍: The fields of interest of the IEEE Sensors Journal are the theory, design , fabrication, manufacturing and applications of devices for sensing and transducing physical, chemical and biological phenomena, with emphasis on the electronics and physics aspect of sensors and integrated sensors-actuators. IEEE Sensors Journal deals with the following: -Sensor Phenomenology, Modelling, and Evaluation -Sensor Materials, Processing, and Fabrication -Chemical and Gas Sensors -Microfluidics and Biosensors -Optical Sensors -Physical Sensors: Temperature, Mechanical, Magnetic, and others -Acoustic and Ultrasonic Sensors -Sensor Packaging -Sensor Networks -Sensor Applications -Sensor Systems: Signals, Processing, and Interfaces -Actuators and Sensor Power Systems -Sensor Signal Processing for high precision and stability (amplification, filtering, linearization, modulation/demodulation) and under harsh conditions (EMC, radiation, humidity, temperature); energy consumption/harvesting -Sensor Data Processing (soft computing with sensor data, e.g., pattern recognition, machine learning, evolutionary computation; sensor data fusion, processing of wave e.g., electromagnetic and acoustic; and non-wave, e.g., chemical, gravity, particle, thermal, radiative and non-radiative sensor data, detection, estimation and classification based on sensor data) -Sensors in Industrial Practice
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