Acta Optica Sinica, Volume. 43, Issue 10, 1030001(2023)

A Method for Natural Spectral Reproduction Based on Fully Connected Neural Network

Zimao Ren1,2, Huimin Lu1,2、*, Liya Feng1, Lu Yang1,2, Yifan Zhu1, and Jianping Wang1
Author Affiliations
  • 1School of Computer & Communication Engineering, University of Science and Technology Beijing, Beijing 100083, China
  • 2Shunde Innovation School, University of Science and Technology Beijing, Foshan 528000, Guangdong, China
  • show less
    References(17)

    [1] Tang F. Study on LED full spectrum synthesis method[D](2020).

    [2] Gan R T, Guo Z N, Lin J B et al. The genetic algorithm in the application of the LED light source spectral matching technology[J]. Acta Photonica Sinica, 43, 0730003(2014).

    [3] van der Broeck H, Sauerlander G, Wendt M. Power driver topologies and control schemes for LEDs[C], 1319-1325(2007).

    [4] Fan J J, Li Y T, Fryc I et al. Machine-learning assisted prediction of spectral power distribution for full-spectrum white light-emitting diode[J]. IEEE Photonics Journal, 12, 8200218(2019).

    [5] Mohan M V A, Pavithran J, Osten K L et al. Simulation of spectral match and spatial non-uniformity for LED solar simulator[C], 111-117(2014).

    [6] Zhang Y B, Dong L, Zhang G Y. Simulation of high power monochromatic LED solar spectrum based on effective set algorithm[J]. Chinese Journal of Luminescence, 39, 862-869(2018).

    [7] Ni J X, Bai T Z, Xu Y Y. The research on multi-spectral fitting of LED spectrum tunable light source[J]. Spectroscopy and Spectral Analysis, 32, 1606-1610(2012).

    [8] Liu S W, Li F S, Han Q Y et al. Two algorithms for synthesizing full spectrum white LEDs with nine primary colors[C], 75-84(2018).

    [10] Wang C, Li W W, Zhang L et al. Prediction of indoor natural light illumination based on artificial neural network[J]. Internet of Things Technologies, 10, 52-53, 57(2020).

    [11] Zhu J Y. The research of LED-based spectrally tunable source[D](2010).

    [12] Guo Z N, Liao X, Gan R T et al. Spectrum simulation of LED solar light based on genetic algorithm[J]. Journal of Huaqiao University (Natural Science), 37, 731-736(2016).

    [13] Shen H P, Feng H J, Pan J G et al. Mathematical model of LED spectrum and its application[C], 97-99(2005).

    [14] Yang L J. Research on quantum steering based on fully connected neural network[D](2021).

    [15] Chen X C. Improved bounding box regression loss function based on smoothL1[J]. College Mathematics, 37, 18-23(2021).

    [16] Zhang H, Zhang Q, Yu J Y. Overview of the development of activation function and its nature analysis[J]. Journal of Xihua University (Natural Science Edition), 40, 1-10(2021).

    [17] Liu R. Overview of basic principles of artificial neural network[J]. Computer Products and Circulation, 35-81(2020).

    Tools

    Get Citation

    Copy Citation Text

    Zimao Ren, Huimin Lu, Liya Feng, Lu Yang, Yifan Zhu, Jianping Wang. A Method for Natural Spectral Reproduction Based on Fully Connected Neural Network[J]. Acta Optica Sinica, 2023, 43(10): 1030001

    Download Citation

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

    Category: Spectroscopy

    Received: Aug. 31, 2022

    Accepted: Jan. 29, 2023

    Published Online: May. 9, 2023

    The Author Email: Lu Huimin (hmlu@ustb.edu.cn)

    DOI:10.3788/AOS221663

    Topics