Decreasing false-positive RFID tag reads by improved portal antenna setups

T. Keller, Frédéric Thiesse, A. Ilic, E. Fleisch
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引用次数: 19

Abstract

The problem of false-positive RFID tag reads i.e., tags that have been read unintentionally by a reader, is crucial for the actual implementation of RFID solutions in the real world. Prior research has shown that the use of the low-level reader data is suitable to approach this problem and it is the scope of this paper to evaluate the use of alternative RFID reader antenna setups to support this idea. We collected a large number of data in a productive RFID enabled distribution center, derived additional knowledge from our findings and used it to train a machine learning algorithm for the detection of such false-positive reads. It will be shown that the proposed solutions significantly improve the previously in the literature presented classification algorithms.
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通过改进门户天线设置来减少RFID标签的误报
误报RFID标签读取的问题,即阅读器无意中读取的标签,对于在现实世界中实际实现RFID解决方案至关重要。先前的研究表明,使用低级阅读器数据适合解决这个问题,本文的范围是评估使用替代RFID阅读器天线设置来支持这一想法。我们在一个高效的RFID配送中心收集了大量数据,从我们的发现中获得了额外的知识,并使用它来训练机器学习算法,以检测此类假阳性读数。我们将会发现,所提出的解决方案显著改善了先前文献中提出的分类算法。
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