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UHF RFID Tag Antenna-Based Sensing for Corrosion Detection & Characterization Using Principal Component Analysis

机译:基于主成分分析的基于UHF RFID标签天线的腐蚀检测与表征

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Recently, structural health monitoring (SHM) using radio frequency identification (RFID) tag antenna-based sensing (TABS) has received increasing attention because of its wireless, passive, and low-cost characteristics. However, a great challenge in the SHM using RFID TABS is multiple influences in the measurement. This paper presents an ultrahigh frequency RFID sensor system for corrosion detection and characterization. In this paper, a 3-D antenna sensor is designed to work on the surface of a protective coated steel sample. Sweep-frequency measurements are applied for analog identifier with principal component analysis (PCA) to overcome the multiple influences from reader-tag orientation, distance, and environment. Feature extraction and selection though PCA can get robust and sensitive defect information by projecting the test data into an orthogonal feature space. The test results demonstrate that the proposed method can be applied to detect and characterize early-stage corrosion in metals.
机译:最近,由于其无线,无源和低成本特性,使用基于射频识别(RFID)标签天线的传感(TABS)的结构健康监测(SHM)受到越来越多的关注。但是,使用RFID TABS的SHM的一大挑战是测量中的多种影响。本文提出了一种用于腐蚀检测和表征的超高频RFID传感器系统。在本文中,设计了一种3-D天线传感器,用于在保护性涂层钢样品的表面上工作。扫描频率测量通过主成分分析(PCA)应用于模拟标识符,以克服阅读器标签方向,距离和环境的多种影响。通过PCA进行特征提取和选择,可以通过将测试数据投影到正交特征空间中来获得可靠而敏感的缺陷信息。测试结果表明,该方法可用于金属的早期腐蚀检测和表征。

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