A segmentation-based Radio Tomographic Imaging approach for interference reduction in hostile industrial environments

V. Koster, A. Lewandowski, C. Wietfeld
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引用次数: 21

Abstract

This paper presents and evaluates a passive device-free tracking system for localization of objects or persons. The system works with a continuous evaluation of the received signal strengths of connection links between fixed installed anchor nodes. Out of the evaluated measurements, an image of the scene can be generated based on Radio Tomographic Imaging (RTI). The major contribution of this paper is an application of segmentation algorithms for sharpening the image by reducing noise and interference. The applied combination of image segmentation with a connected component labeling algorithm enables an evaluation of certain areas in the image to estimate the position and the number of objects in the room. Finally, the application of particle filtering smoothes the estimated position and leads to a reliable and accurate position estimation, which is comparable with active solutions. As interference and noise in the link measurements caused by multipath propagation effects can harm the achievable accuracy, the foreseen application area - an industrial environment- poses a huge challenge, as the radio channel is highly affected by the metallic infrastructures.
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一种基于分割的无线电层析成像方法,用于减少恶劣工业环境中的干扰
本文提出并评价了一种无源跟踪系统,用于物体或人的定位。该系统通过持续评估固定安装锚节点之间连接链路的接收信号强度来工作。在评估的测量之外,可以基于无线电层析成像(RTI)生成场景图像。本文的主要贡献是应用分割算法,通过减少噪声和干扰来锐化图像。图像分割与连接分量标记算法的应用组合能够对图像中的某些区域进行评估,以估计房间中物体的位置和数量。最后,应用粒子滤波对估计的位置进行平滑处理,得到可靠、准确的位置估计,与有源解相媲美。由于多径传播效应在链路测量中产生的干扰和噪声会损害可实现的精度,因此,由于无线电信道受金属基础设施的高度影响,预计的应用领域-工业环境-提出了巨大的挑战。
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