• Chinese Optics Letters
  • Vol. 15, Issue 5, 050601 (2017)
Heqing Huang1、2, Aiying Yang1、*, Lihui Feng1, Guoqiang Ni1、2, and Peng Guo1
Author Affiliations
  • 1School of Optoelectronics, Beijing Institute of Technology, Beijing 100081, China
  • 2Key Laboratory of Photo-electronic Imaging Technology and System (Beijing Institute of Technology), Ministry of Education of China, Beijing 100081, China
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    DOI: 10.3788/COL201715.050601 Cite this Article Set citation alerts
    Heqing Huang, Aiying Yang, Lihui Feng, Guoqiang Ni, Peng Guo. Artificial neural-network-based visible light positioning algorithm with a diffuse optical channel[J]. Chinese Optics Letters, 2017, 15(5): 050601 Copy Citation Text show less

    Abstract

    Visible light positioning becomes popular recently. However, its performance is degraded by the indoor diffuse optical channel. An artificial neural-network-based visible light positioning algorithm is proposed in this Letter, and a trained neural network is used to achieve positioning with a diffuse channel. Simulations are made to evaluate the proposed positioning algorithm. Results show that the average positioning error is reduced about 13 times, and the positioning time is reduced about two magnitudes. Moreover, the proposed algorithm is robust with a different field-of-view of the receiver and the reflectivity of the wall, which is suitable for various positioning applications.
    Pr=Pt[HLOS(0)+Hdif(0)],(1)

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    HLOS(0)={Ar(m+1)2πd2cosm(ϕ)cos(φ)T(φ)g(φ)0φφFOV0φ>φFOV,(2)

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    g(φ)={n2sin2(φFOV)0φφFOV0φ>φFOV,(3)

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    Hdif(0)={WallArΔARW(m+1)2π2d12d22cosm(ϕ1)cos(φ1)cos(ϕ2)cos(φ2)T(φ2)g(φ2)0φ2φFOV0φ2>φFOV.(4)

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    Prs={RPt[HLOS(0)+Hdif(0)]}2+σnoise2,(5)

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    σnoise2=(2qRPrsB)+(8πkTkGηArI2B2+16π2kTkΓgmη2Ar2I3B3),(6)

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    Heqing Huang, Aiying Yang, Lihui Feng, Guoqiang Ni, Peng Guo. Artificial neural-network-based visible light positioning algorithm with a diffuse optical channel[J]. Chinese Optics Letters, 2017, 15(5): 050601
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