基于SA-PSO算法的大功率LED芯片布局方式及参数优化研究
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武汉科技大学 机械传动与制造工程湖北省重点实验室

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Research on layout and parameter optimization of high power LED chip based on SA-PSO algorithm
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Wuhan University of Science and Technology, Hubei Key Laboratory of Mechanical Transmission and Manufacturing Engineering

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    摘要:

    针对大功率COB光源板高密度LED芯片布局导致的温度过高及照度不均匀的问题,对LED芯片布局方式进行研究。以目标面照度饱和为目标,对圆形布局光源板的半径大小与相同半径圆上最大LED芯片数量关系进行研究,构建对数函数方式的多圆形LED芯片布局。通过有限元仿真分析两颗LED芯片在不同间距下的温度变化,拟合得出LED芯片间距与耦合温升的关系曲线,构建整体LED芯片布局的温度分布模型;通过推导单个芯片的照度分布模型,构建整体LED芯片布局的照度分布模型;将模拟退火思想引入粒子群算法中,以照度方差与最高温度的归一化加权函数为目标对对数函数参数进行优化。在相同条件下,对传统等间距方式与对数函数方式LED芯片布局的光源板进行数值仿真,对比仿真结果发现经优化的对数函数方式LED芯片布局的光源板其照度均匀度更高,最高温度更低,表明SA-PSO算法对LED芯片布局参数优化的效果较为理想。

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    High junction temperature and uneven illumination of high-power cob light source board are caused by high-density LED chip layout. This paper studies the LED chip layout. Aiming at achieving the saturation of illumination on the target surface, the paper constructs a multi-circular LED chip layout by studying the relationship between the size of the circle and the number of LED chips on the circle. The temperature rise of two LED chips with different spacing was analyzed by finite element simulation, and the temperature distribution model of the overall LED chip layout was constructed by fitting the relationship curve between the spacing of two LED chips and the coupled temperature rise; The illumination distribution model of the overall LED chip layout is constructed by the derivation of the illumination distribution model of a single chip; The simulated annealing mechanism is introduced into the particle swarm optimization algorithm, and the logarithmic function parameters are optimized with the normalized weighting function of illumination variance and maximum temperature as the objective. Under the same conditions, numerical simulation is carried out for the light source board with the traditional equidistant LED chip layout and the logarithmic function led chip layout. Compared with the simulation results, it is found that the light source board with the optimized logarithmic function led chip layout has higher illumination uniformity and lower maximum temperature, which indicates that the SA-PSO algorithm is more ideal for the optimization of LED chip layout parameters.

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  • 收稿日期:2021-03-30
  • 最后修改日期:2021-03-30
  • 录用日期:2021-04-08
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