实测验证UWB定位系统从布设到部署的全流程效果
Ultra-wideband Time Difference of Arrival Indoor Localization: From Sensor Placement to System Evaluation
- 从系统级视角整合传感器布设与实际部署
- 在多房间环境实现39分钟、2608米真实场景测试
- 为移动机器人等应用提供可复用的定位建设指南
无线室内定位因高精度、低成本、轻量及低功耗受到广泛关注。超宽带(UWB)时间差到达(TDOA)定位因其良好的准确性和可靠性,成为移动机器人、消费电子和可穿戴设备的可扩展定位方案。尽管现有工作常假设传感器位置预先设定或仅研究布设问题而未在实际场景中评估,本文从系统层面出发,将传感器布设作为关键环节,开展真实环境下的性能验证。通过大量实地实验,我们展示了系统的准确性与鲁棒性,并与理论下限进行对比。以复杂多房间环境为案例,完整呈现从布设优化到实际部署的全过程。评估涵盖累计39分钟的真实实验,最多涉及5个移动节点,覆盖2608米距离,横跨四个不同场景,为构建UWB TDOA定位系统提供了宝贵经验与实用指导。
原文摘要 · Abstract (English)
Wireless indoor localization has attracted significant research interest due to its high accuracy, low cost, lightweight design, and low power consumption. Specifically, ultra-wideband (UWB) time difference of arrival (TDOA)-based localization has emerged as a scalable positioning solution for mobile robots, consumer electronics, and wearable devices, featuring good accuracy and reliability. While UWB TDOA-based localization systems rely on the deployment of UWB radio sensors as positioning landmarks, existing works often assume these placements are predetermined or study the sensor placement problem alone without evaluating it in practical scenarios. In this article, we bridge this gap by approaching the UWB TDOA localization from a system-level perspective, integrating sensor placement as a key component and conducting practical evaluation in real-world scenarios. Through extensive real-world experiments, we demonstrate the accuracy and robustness of our localization system, comparing its performance to the theoretical lower bounds. Using a challenging multi-room environment as a case study, we illustrate the full system construction process, from sensor placement optimization to real-world deployment. Our evaluation, comprising a cumulative total of 39 minutes of real-world experiments involving up to five agents and covering 2608 meters across four distinct scenarios, provides valuable insights and guidelines for constructing UWB TDOA localization systems.
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