V. Magnago, L. Palopoli, D. Fontanelli, D. Macii, A. Motroni, P. Nepa, A. Buffi, B. Tellini
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引用次数: 10

摘要

室内定位目前被认为是提供给人类和机器人代理的最有用的服务之一,因为它可以支持各种应用。在为解决这一问题而开发的所有可能的传感解决方案中(通常由于室内环境的复杂性,异质性和拥挤性而具有挑战性),基于无源标签的RFID系统由于其相对较低的成本和易于部署而非常有前途。本文从理论上分析了移动机器人使用超高频(UHF) RFID标签的定位问题。通过分析系统的局部非线性可观测性,证明了该方法的可行性,尽管反向散射射频信号的相位存在固有的模糊性,但可以通过安装在移动代理上的系统进行测量。通过使用基于Unscented卡尔曼滤波器(UKF)的位置跟踪估计器,进一步验证了分析的有效性和该定位方法的实用性。
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Robot Localisation based on Phase Measures of backscattered UHF-RFID Signals
Indoor localisation is currently regarded as one of the most useful services offered to human beings and robotics agents, as it can support a variety of applications. Among all the possible sensing solutions developed to address this problem (which is usually made challenging by the complex, heterogeneous and crowded nature of indoor environments), RFID systems based on passive tags are very promising due to their relatively low cost and the ease of deployment. In this paper, a theoretical analysis of the localisation problem using Ultra High Frequency (UHF) RFID tags for mobile robots is considered. The feasibility of the proposed approach is demonstrated by analysing the local nonlinear observability of the system at hand, despite the inherent ambiguity of the phase of backscattered RF signals, which can be measured by a system installed on the moving agent. The validity of the analysis and the practicality of this localisation approach is further confirmed by using a position tracking estimator based on an Unscented Kalman Filter (UKF).
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