Journal of Applied Optics, Volume. 45, Issue 6, 1321(2024)

Indoor visible light positioning based on fusion of subregion BES-ELM and WDME weighted dual-mode

Huiying ZHANG*... Meichun SHENG, Chengyu MA, Yueyue LI and Shida LIANG |Show fewer author(s)
Author Affiliations
  • College of Information and Control Engineering, Jilin Institute of Chemical Technology, Jilin 132022, China
  • show less
    Figures & Tables(19)
    Positioning structure
    PD layout
    Schematic diagram of subregional positioning model
    Structure diagram of ELM neural network
    Flow chart of BES-ELM positioning algorithm
    Schematic diagram of Elman model
    Schematic diagram of WDME positioning model
    Results of regional division
    Comparison of positioning errors
    Distribution diagram of positioning effects
    Distribution diagram of accumulative errors
    Distribution diagram of positioning errors
    Distribution diagram of accumulative errors
    Distribution curves of accumulative errors
    Distribution diagram of boundary area positioning errors
    Histogram of positioning errors proportion
    • Table 1. Fuzzy c-means clustering algorithm flow

      View table
      View in Article

      Table 1. Fuzzy c-means clustering algorithm flow

      步骤流程
      步骤1将指纹数据库输入到模糊C均值聚类算法中,确定聚类数,随机生成初始模糊类,并根据式(5)计算模糊聚类中心
      步骤2根据式(6)计算剩余指纹点与聚类中心指纹点之间的隶属度,指纹点聚类后重新计算聚类中心,更新隶属度,重组隶属度矩阵
      步骤3根据式(4)计算目标函数,判断目标函数是否达到最小值或达到最大迭代次数,如果满足,迭代停止,否则返回步骤2继续迭代
      步骤4基于输出数据指纹库的最优聚类结果,将定位区域划分为中心区域和边界区域
    • Table 2. Simulation parameters

      View table
      View in Article

      Table 2. Simulation parameters

      名称参数
      房间高度/m3
      滤波器增益1
      半功率角Φ1/2 / (°)80
      LED 发射功率/W18
      r/cm5
      视场角/ (°)55
    • Table 3. Error comparison m

      View table
      View in Article

      Table 3. Error comparison m

      定位模型最大误差最小误差平均误差
      传统4-LED0.38210.00200.0403
      单LED多PD0.06300.00580.0281
    Tools

    Get Citation

    Copy Citation Text

    Huiying ZHANG, Meichun SHENG, Chengyu MA, Yueyue LI, Shida LIANG. Indoor visible light positioning based on fusion of subregion BES-ELM and WDME weighted dual-mode[J]. Journal of Applied Optics, 2024, 45(6): 1321

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Sep. 11, 2023

    Accepted: --

    Published Online: Jan. 14, 2025

    The Author Email: ZHANG Huiying (yingzi1313@163.com)

    DOI:10.5768/JAO202445.0608002

    Topics