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
Author Affiliations
  • College of Information and Control Engineering, Jilin Institute of Chemical Technology, Jilin 132022, China
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    References(17)

    [1] MARTÍN-GOROSTIZA E, GARCÍA-GARRIDO M A, PIZARRO D et al. An indoor positioning approach based on fusion of cameras and infrared sensors[J]. Sensors, 19, 2519(2019).

    [2] ZHU Q, XIONG Q, WANG K et al. Accurate WiFi-based indoor localization by using fuzzy classifier and MLPs ensemble in complex environment[J]. Journal of the Franklin Institute, 357, 1420-1436(2020).

    [3] ZHANG Huiying, YU Haiyue, CHEN Lingling. Adaptive flower pollination received signal strength based on reverse learning strategy for indicating indoor visible light localization[J]. Chinese Journal of Lasers, 48, 0106001(2021).

    [4] SHI C, NIU X, LI T et al. Exploring fast fingerprint construction algorithm for unmodulated visible light indoor localization[J]. Sensors, 20, 7245(2020).

    [5] ZHAO Li, HAN Zhongda, ZHANG Feng. Research on stereo location in visible light room based on neural network[J]. Chinese Journal of Lasers, 48, 145-154(2021).

    [6] GUAN W P, WU Y X, XIE C Y et al. High-precision approach to localization scheme of visible light communication based on artificial neural networks and modified genetic algorithms[J]. Optical Engineering, 56, 106103(2017).

    [7] LIANG Zhehao, SHI Lei, TANG Jie et al. Improvement of WKNN algorithm in indoor visible light fingerprint location system[J]. Laser & Optoelectronics Progress, 59, 123-127(2022).

    [8] ZHAO Li, LIU Haitao, CHEN Junbo. Indoor visible light location method based on neural network optimized by beetle antennae search algorithm[J]. Optical Communication Technology, 46, 1-7(2022).

    [9] ZHANG Huiying, YU Haiyue, WANG Kai et al. Indoor visible light positioning of improved RBF neural network based on KPCA-K-means++ and GA-LMS model[J]. Acta Optica Sinica, 41, 1906001(2021).

    [10] SONG Y, CHEN Z, YUAN Z. New chaotic PSO-based neural network predictive control for nonlinear process[J]. IEEE Transactions on Neural Networks, 18, 595-601(2007).

    [11] LU X, ZOU H, ZHOU H et al. Robust extreme learning machine with its application to indoor positioning[J]. IEEE Transactions on Cybernetics, 46, 194-205(2015).

    [12] XU Jindong, ZHAO Tianyu, FENG Guozheng et al. Image segmentation algorithm based on context fuzzy c-means clustering[J]. Journal of Electronics & Information Technology, 43, 2079-2086(2021).

    [13] ALSATTAR H A, ZAIDAN A A, ZAIDAN B B. Novel meta-heuristic bald eagle search optimization algorithm[J]. Artificial Intelligence Review, 53, 2237-2264(2020).

    [14] ZHANG Y Z, HOU L H, WU W L et al. On the metric dimension of the folded -cube[J]. Optimization Letters, 14, 249-257(2020).

    [15] JIA Heming, JIANG Zichao, LI Yao. Simultaneous feature selection optimization based on improved bald eagle search algorithm[J]. Control and Decision, 37, 445-454(2022).

    [16] HUANG G B, ZHU Q Y, SIEW C K. Extreme learning machine: theory and applications[J]. Neurocomputing, 70, 489-501(2006).

    [17] WANG Wenchuan, WANG Lifang, GUO Anqiang. Annual runoff prediction based on PSO-Elman modified model[J]. Yangtze River, 53, 66-71(2022).

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    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

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    Paper Information

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    Received: Sep. 11, 2023

    Accepted: --

    Published Online: Jan. 14, 2025

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

    DOI:10.5768/JAO202445.0608002

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