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Three-dimensional high-precision indoor positioning strategy using Tabu search based on visible light communication

机译:基于可见光通信的禁忌搜索的三维高精度室内定位策略

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摘要

This paper proposes a three-dimensional (3-D) high-precision indoor positioning strategy using Tabu search based on visible light communication. Tabu search is a powerful global optimization algorithm, and the 3-D indoor positioning can be transformed into an optimal solution problem. Therefore, in the 3-D indoor positioning, the optimal receiver coordinate can be obtained by the Tabu search algorithm. For all we know, this is the first time the Tabu search algorithm is applied to visible light positioning. Each light-emitting diode (LED) in the system broadcasts a unique identity (ID) and transmits the ID information. When the receiver detects optical signals with ID information from different LEDs, using the global optimization of the Tabu search algorithm, the 3-D high-precision indoor positioning can be realized when the fitness value meets certain conditions. Simulation results show that the average positioning error is 0.79 cm, and the maximum error is 5.88 cm. The extended experiment of trajectory tracking also shows that 95.05% positioning errors are below 1.428 cm. It can be concluded from the data that the 3-D indoor positioning based on the Tabu search algorithm achieves the requirements of centimeter level indoor positioning. The algorithm used in indoor positioning is very effective and practical and is superior to other existing methods for visible light indoor positioning.
机译:本文提出了一种基于禁忌搜索的基于可见光通信的三维(3-D)高精度室内定位策略。禁忌搜索是一种功能强大的全局优化算法,可以将3-D室内定位转换为最优解问题。因此,在3-D室内定位中,可以通过禁忌搜索算法获得最佳接收器坐标。就我们所知,这是禁忌搜索算法首次应用于可见光定位。系统中的每个发光二极管(LED)都会广播唯一标识(ID),并发送ID信息。当接收器检测到来自不同LED的具有ID信息的光信号时,使用禁忌搜索算法的全局优化,当适应度值满足某些条件时,可以实现3-D高精度室内定位。仿真结果表明,平均定位误差为0.79 cm,最大误差为5.88 cm。轨迹跟踪的扩展实验还表明,95.05%的定位误差在1.428 cm以下。从数据可以得出结论,基于禁忌搜索算法的3-D室内定位达到了厘米级室内定位的要求。室内定位中使用的算法非常有效且实用,并且优于其他现有的可见光室内定位方法。

著录项

  • 来源
    《Optical engineering》 |2018年第1期|016101.1-016101.11|共11页
  • 作者单位

    South China University of Technology, School of Materials Science and Engineering, Guangzhou, Guangdong, China;

    South China University of Technology, School of Automation Science and Engineering, Guangzhou, Guangdong, China;

    South China University of Technology, School of Automation Science and Engineering, Guangzhou, Guangdong, China;

    South China University of Technology, School of Automation Science and Engineering, Guangzhou, Guangdong, China;

    South China University of Technology, School of Materials Science and Engineering, Guangzhou, Guangdong, China;

    South China University of Technology, School of Materials Science and Engineering, Guangzhou, Guangdong, 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

    visible light communication; three-dimensional indoor positioning; Tabu search; positioning accuracy;

    机译:可见光通讯;三维室内定位禁忌搜索;定位精度;

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