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Improving Radio Frequency Identification-Based Localization Accuracy Using Computer-Vision-Assisted Sensor Deployment Technology

机译:使用计算机视觉辅助传感器部署技术提高基于射频识别的定位精度

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摘要

Radio frequency identification (RFID) technology is one of the promising technologies enabling the realization of the Internet of Things. However, the current major application is limited to using its identification ability. The number of applications will be increased if we can enable RFID technology to have the capability of accurate localization. In this paper, we propose a new sensor deployment method for improving the passive RFID localization accuracy. The proposed method integrates computer vision technology while employing a genetic algorithm to find the appropriate locations to deploy RFID reader antennas. The proposed method was applied to a fingerprinting-based indoor localization system. The result showed that the localization accuracy can be effectively improved by selecting the appropriate deployment locations of RFID reader antennas.
机译:射频识别(RFID)技术是实现物联网的有前途的技术之一。然而,当前的主要应用限于使用其识别能力。如果我们能够使RFID技术具有准确的定位能力,那么应用程序的数量将会增加。在本文中,我们提出了一种新的传感器部署方法,以提高无源RFID定位精度。所提出的方法集成了计算机视觉技术,同时采用遗传算法来找到合适的位置来部署RFID阅读器天线。将该方法应用于基于指纹的室内定位系统。结果表明,通过选择合适的RFID阅读器天线部署位置可以有效地提高定位精度。

著录项

  • 来源
    《Sensors and materials》 |2017年第4期|387-395|共9页
  • 作者单位

    Department of Electronic Engineering, National Taipei University of Technology, No. 1, Sec. 3, Zhongxiao E. Rd., Taipei 10608, Taiwan, R.O.C;

    Department of Electronic Engineering, National Taipei University of Technology, No. 1, Sec. 3, Zhongxiao E. Rd., Taipei 10608, Taiwan, R.O.C;

    Department of Electronic Engineering, National Taipei University of Technology, No. 1, Sec. 3, Zhongxiao E. Rd., Taipei 10608, Taiwan, R.O.C;

    Department of Computer Science and Information Engineering, National Taipei University of Technology, No. 1, Sec. 3, Zhongxiao E. Rd., Taipei 10608, Taiwan, R.O.C;

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

    sensor deployment; computer vision; indoor localization; RFID; genetic algorithm;

    机译:传感器部署;计算机视觉;室内定位RFID;遗传算法;

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