Laser Technology, Volume. 46, Issue 6, 788(2022)

Indoor visible light positioning using MMPSO-ELM neural network based on sparse training fingerprint database

ZHANG Huiying*, LIANG Yu, LU Yuxi, WANG Kai, and YU Haiyue
Author Affiliations
  • [in Chinese]
  • show less
    References(22)

    [1] [1] XIE Z K, GUAN W P, ZHENG J H, et al. A high-precision, real-time, and robust indoor visible light positioning method based on mean shift algorithm and unscented Kalman filter[J]. Sensors, 2019, 19(5): 1094.

    [2] [2] ROY P, CHOWDHURY C. A survey of machine learning techniques for indoor localization and navigation systems[J]. Journal of Intelligent & Robotic Systems, 2021, 101(3):1-34.

    [3] [3] ZHANG H Q, CUI J H, FENG L H, et al. High-precision indoor visible light positioning using modified momentum back propagation neural network with sparse training point[J]. Sensors, 2019, 19(10): 2324-2336.

    [4] [4] WU S X, ZHANG S J, XU K, et al. Neural network localization with TOA measurements based on error learning and matching[J]. IEEE Access, 2019, 7(10): 19089-19099.

    [5] [5] HUANG G B , ZHOU H M , DING X J, et al. Extreme learning machine for regression and multiclass classification[J]. IEEE Transactions on Systems Man & Cybernetics, 2012, B42(2):513-529.

    [6] [6] XU Y, WANG X X. Indoor positioning algorithm of subregional visible light based on multilayer ELM[J]. Journal of Hunan University (Natural Science Edition), 2019, 46(10):125-132(in Chinese).

    [7] [7] ALMADANI Y, IJAZ M, ADEBISI B, et al. An experimental evaluation of a 3D visible light positioning system in an industrial environment with receiver tilt and multipath reflections[J]. Optics Communications, 2021, 483: 126654.

    [8] [8] CHAUDHARY N, YOUNUS O I, ALVES L N, et al. An indoor visible light positioning system using tilted LEDs with high accuracy[J]. Sensors, 2021, 21(3): 920.

    [9] [9] HAO X L, SUN W J, CHEN J, et al. Vertical measurable displacement approach for altitude accuracy improvement in 3D visible light positioning[J]. Optics Communications, 2021, 490: 126914.

    [10] [10] CHEN Y, WU J, LIU H L, et al. Visible light and inertial navigation fusion indoor positioning system based on hidden Markov model [J]. Chinese Journal of Lasers, 2020, 47(12):1206001(in Chin-ese).

    [11] [11] MAHMOUD A A, AHMAD Z U, HAAS O C L, et al. Precision indoor three-dimensional visible light positioning using receiver diversity and multi-layer perceptron neural network[J]. IET Optoelectronics, 2020, 14(6): 440-446.

    [12] [12] ZHAO Ch H, ZHANG H M, SONG J. Fingerprint based visible light indoor localization method[J].Chinese Journal of Lasers, 2018, 45(8): 0806002(in Chinese).

    [13] [13] QIN L, LIU Z, WANG F Y, et al. Indoor visible light positioning algorithm based on double BP neural network[J]. Optical Communication Technology, 2021, 45(2):1-5.

    [14] [14] YUAN Ch L, LU H M, HUANG J Ch, et al. Research on energy self-sustaining visible light positioning algorithm based on clustering[J]. Acta Optica Sinica, 2021, 41(10): 1006001 (in Chinese).

    [15] [15] SONG Y, CHEN Z, YUAN Z. New chaotic PSO-based neural network predictive control for nonlinear process[J]. IEEE Transactions on Neural Networks, 2007, 18(2): 595-601.

    [16] [16] LU X, ZOU H, ZHOU H, et al. Robust extreme learning machine with its application to indoor positioning[J]. IEEE Transactions on Cybernetics, 2015, 46(1): 194-205.

    [17] [17] ZHENG H H, XU Zh W, YU Ch Y, et al. A 3-D high accuracy positioning system based on visible light communication with novel positioning algorithm[J]. Optics Communications, 2017, 396: 160-168.

    [18] [18] YANG X S, KARAMANOGLU M, HE X. Flower pollination algorithm: A novel approach for multiobjective optimization[J]. Engineering Optimization, 2014, 46(9): 1222-1237.

    [19] [19] WU X B, WEN S S, HUA J. High precision 3D positioning system design using visible light communication based on ant colony algorithm[J]. Acta Photonica Sinica, 2017, 46(12):1206004(in Ch-inese).

    [20] [20] ZHAO L, DONG H H, ZHANG F. Visible DOC-OFMD system based on LWT[J]. Acta Photonica Sinica, 2021, 50(5):0506002(in Chinese).

    [21] [21] ZHANG Y T, ZHAO L, ZHANG F. Performance opyimization of visible light OFDM communication system based on wavelet transform[J]. Laser Technology, 2020, 44(2): 261-265(in Chinese).

    [22] [22] LIU Zh G, ZHAO L, ZHU T. Research of indoor positioning and illuminating systems based on visible light[J]. Laser Technology, 2018, 42(5):646-650(in Chinese).

    Tools

    Get Citation

    Copy Citation Text

    ZHANG Huiying, LIANG Yu, LU Yuxi, WANG Kai, YU Haiyue. Indoor visible light positioning using MMPSO-ELM neural network based on sparse training fingerprint database[J]. Laser Technology, 2022, 46(6): 788

    Download Citation

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

    Category:

    Received: Sep. 13, 2021

    Accepted: --

    Published Online: Feb. 4, 2023

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

    DOI:10-7510/jgjs-issn-1001-3806-2022-06-013

    Topics