结合亮度退化和概率统计的ADTs对LED灯寿命的预测

IF 3.3 3区 物理与天体物理 Q2 OPTICS
Jianping Zhang , Xiaodong Yu , Haonan Zhang , Boren Wang , Jing Wang , Wen Gu , Yinjie Zhang
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引用次数: 0

摘要

为了提高基于加速退化数据的LED灯寿命计算精度,采用三参数威布尔右逼近法(TPWRAM)对四组加速退化试验(ADTs)的退化数据进行拟合,得到亮度退化曲线,并结合失效准则得到各样品的伪失效时间。然后用对数正态分布描述各应力作用下的寿命分布,利用极大似然估计(MLE)计算分布参数,得到加速平均寿命。最后,利用幂反比定律预测了常规应力下LED灯的寿命。并将所提出的寿命预测方法应用于真空荧光显示器的寿命预测,验证了所提出方法对其他数据的适用性。结果表明,通过四组adt获得的数据具有较高的可靠性,LED的寿命分布完全符合对数正态分布。LED寿命特性曲线的决定系数R2为0.9841,接近于1,说明LED的常规寿命预测是准确的。将该方法应用于真空荧光显示器(VFD)寿命预测的结果表明,预测值与VFD实际常规寿命的相对误差仅为1.44%,证明所提出的寿命预测方法对其他光电器件也具有良好的适用性。所提出的寿命预测方法可为LED灯寿命相关标准的制定提供一定的指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Life prediction of LED lights by ADTs combined with luminance degradation and probability statistics

Life prediction of LED lights by ADTs combined with luminance degradation and probability statistics
For the purpose of improving the life accuracy calculated based on accelerated degradation data of light-emitting diodes (LED) lights, three-parameter Weibull right approximation method (TPWRAM) was applied to fit four groups of degradation data from accelerated degradation tests (ADTs) to obtain luminance degradation curves, and the pseudo-failure time of each sample was obtained combined with failure criteria. Then the life distribution under each stress was described by lognormal distribution, the maximum likelihood estimation (MLE) was employed to calculate the distribution parameters, and the accelerated average life was acquired. Finally, the LED light life under conventional stress was predicted by the inverse power law. The proposed life prediction method was also applied to predict the life of vacuum fluorescent display to verify the applicability of the proposed method to other data. The results show that the data obtained via the four groups of ADTs are highly reliable and the life distribution of LED is completely in line with the lognormal distribution. Besides, the determination coefficient R2 of the LED life characteristic curve is 0.9841, which is close to 1, meaning that the conventional life prediction of LED is accurate. Then the result of applying the same method to the life prediction of vacuum fluorescent display (VFD) shows that the relative error between the predicted value and the actual conventional life of VFD is only 1.44 %, which proves that the proposed life prediction method also has good applicability to other photoelectric device. The proposed life prediction method can provide some guidance for the related standards establishment of the LED light life.
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来源期刊
Journal of Luminescence
Journal of Luminescence 物理-光学
CiteScore
6.70
自引率
13.90%
发文量
850
审稿时长
3.8 months
期刊介绍: The purpose of the Journal of Luminescence is to provide a means of communication between scientists in different disciplines who share a common interest in the electronic excited states of molecular, ionic and covalent systems, whether crystalline, amorphous, or liquid. We invite original papers and reviews on such subjects as: exciton and polariton dynamics, dynamics of localized excited states, energy and charge transport in ordered and disordered systems, radiative and non-radiative recombination, relaxation processes, vibronic interactions in electronic excited states, photochemistry in condensed systems, excited state resonance, double resonance, spin dynamics, selective excitation spectroscopy, hole burning, coherent processes in excited states, (e.g. coherent optical transients, photon echoes, transient gratings), multiphoton processes, optical bistability, photochromism, and new techniques for the study of excited states. This list is not intended to be exhaustive. Papers in the traditional areas of optical spectroscopy (absorption, MCD, luminescence, Raman scattering) are welcome. Papers on applications (phosphors, scintillators, electro- and cathodo-luminescence, radiography, bioimaging, solar energy, energy conversion, etc.) are also welcome if they present results of scientific, rather than only technological interest. However, papers containing purely theoretical results, not related to phenomena in the excited states, as well as papers using luminescence spectroscopy to perform routine analytical chemistry or biochemistry procedures, are outside the scope of the journal. Some exceptions will be possible at the discretion of the editors.
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