Calculation Method of LED Array Optical Power Based on Photoelectric Thermal Theory and BP Neural Network

被引:2
|
作者
Hong Zheyang [1 ]
Xue Lingyun [1 ]
Qian Yifan [1 ]
机构
[1] Hangzhou Dianzi Univ, Sch Automat, Hangzhou 310018, Zhejiang, Peoples R China
关键词
LED array; photo; electric-thermal theory; BP neural network; optical power;
D O I
10.3788/LOP202259.0523002
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The optical power of the LED array was affected by thermology and electricity. The photo-electricthermal (PET) parameters of the LED chip were coupled, and the thermal coupling relationship in the LED array was complicated, which makes it difficult to design the structure of the high-power light source. This paper proposes an optical power calculation model based on PET theory. Firstly, according to the working mechanism of the LED chip, the coupling relationship between its electrical power, junction temperature and thermal power was constructed. Secondly, by using the thermal coupling simulation result of the LED array as the training sample of the BP neural network, we obtain a BP neural network with input as layout spacing and thermal power and output as LED junction temperature. Finally, the junction temperature obtained by ANN was used as the temperature condition of the PET equation to calculate the optical power of the LED array. In order to verify the accuracy of the model, the experimental verification was performed. The maximum error was 7.6%. This model can analyze the maximum optical power operating point of the LED array under different layout parameters and heat sink temperatures. The optimization design problem of the LED array layout and heat sink structure was solved.
引用
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页数:8
相关论文
共 16 条
  • [1] Chromatic, Photometric and Thermal Modeling of LED Systems With Nonidentical LED Devices
    Chen, Huan-Ting
    Lin, De-Yan
    Tan, Siew-Chong
    Hui, S. Y.
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2014, 29 (12) : 6636 - 6647
  • [2] [陈焕庭 Chen Huanting], 2018, [发光学报, Chinese Journal of Luminescence], V39, P751
  • [3] Estimation of Optical Power and Heat-Dissipation Coefficient for the Photo-Electro-Thermal Theory for LED Systems
    Chen, Huanting T.
    Tao, Xuehui H.
    Hui, S. Y. Ron
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2012, 27 (04) : 2176 - 2183
  • [4] Gao H, 2017, LASER OPTOELECTRON P, V54
  • [5] Hu J, 2020, LASER OPTOELECTRON P, V57, DOI [10.3788/LOP57.073002, 10.3788/L0P57.073002]
  • [6] Huang M L, 2015, ACTA PHOTONICA SINIC, V44
  • [7] A General Photo-Electro-Thermal Theory for Light Emitting Diode (LED) Systems
    Hui, S. Y. R.
    Qin, Y. X.
    [J]. APEC: 2009 IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION, VOLS 1- 4, 2009, : 554 - 562
  • [8] Liu C J, 2016, SEMICONDUCTOR OPTOEL, V37, P649
  • [9] [刘宏伟 Liu Hongwei], 2019, [发光学报, Chinese Journal of Luminescence], V40, P795
  • [10] Efficient Measurement of Thermal Coupling Effects on Multichip Light-Emitting Diodes
    Lu, Hong-Li
    Lu, Yi-Jun
    Zhu, Li-Hong
    Lin, Yue
    Guo, Zi-Quan
    Liu, Tong
    Gao, Yu-Lin
    Chen, Guo-Long
    Chen, Zhong
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2017, 32 (12) : 9280 - 9292