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A scale-independent way for differential estimation in dynamic radio frequency identification systems

机译:动态射频识别系统中一种与比例无关的差分估计方法

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摘要

Cardinality estimation in radio frequency identification systems has been applied to estimate the population of tags in many applications. However, it is more meaningful to estimate the number of tags moved in and out in a dynamic radio frequency identification system, which is called differential estimation problem. Zero differential estimator is a newly proposed algorithm to solve this problem. However, the time slots consumed by zero differential estimator are relevant to the system scale under the accuracy constraint. This will result in low time efficiency when the system scale is very large. In this paper, we thus propose a scale-independent algorithm for differential estimation called zero-one differential estimator. The numbers of tags moved in and out are estimated from the idle slots in two consecutive frames. We can prove that the time slots consumed in our proposed algorithm are not relevant to the system scale under the accuracy constraint. Moreover, we conduct abundant simulations to evaluate the performance of the proposed approach. The simulation results show that the estimation error grows little as the system scale grows. It indicates that our proposed algorithm is indeed scale-independent. Copyright © 2015 John Wiley & Sons, Ltd.
机译:在许多应用中,射频识别系统中的基数估计已应用于估计标签的数量。然而,估计在动态射频识别系统中移入和移出的标签的数量更有意义,这被称为差分估计问题。零差分估计器是一种新提出的解决该问题的算法。然而,在精度约束下,零差分估计器消耗的时隙与系统规模有关。当系统规模很大时,这将导致低时间效率。因此,在本文中,我们提出了一种与标度无关的差分估计算法,称为零一差分估计器。从两个连续帧中的空闲时隙估计移入和移出的标签的数量。我们可以证明,在精度约束下,我们提出的算法消耗的时隙与系统规模无关。此外,我们进行了大量的仿真来评估所提出方法的性能。仿真结果表明,随着系统规模的扩大,估计误差几乎没有增加。这表明我们提出的算法的确与规模无关。版权所有©2015 John Wiley&Sons,Ltd.

著录项

  • 来源
    《International journal of communication systems》 |2016年第4期|707-721|共15页
  • 作者单位

    University of Science and Technology of China School of Computer Science and Technology Hefei China;

    University of Science and Technology of China Suzhou Institute for Advanced Study Suzhou China;

    University of Science and Technology of China School of Computer Science and Technology Hefei China;

    University of Science and Technology of China Suzhou Institute for Advanced Study Suzhou China;

    University of Science and Technology of China School of Computer Science and Technology Hefei China;

    University of Science and Technology of China Suzhou Institute for Advanced Study Suzhou China;

    University of Science and Technology of China School of Computer Science and Technology Hefei China;

    University of Science and Technology of China Suzhou Institute for Advanced Study Suzhou China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    RFID; differential estimation; scale‐independent; ZODE; estimation error; time slots;

    机译:RFID;差分估计;比例无关;ZODE;估计误差;时隙;

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