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Optimal Design of Life Testing for High-Brightness White LEDs Using the Six Sigma DMAIC Approach

机译:使用六西格玛DMAIC方法的高亮度白光LED寿命测试的最佳设计

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摘要

Life testing is an essential reliability assessment procedure to qualify a new product or technology before being released to the market. High-brightness white light-emitting diodes (HBWLEDs) with high efficiency, environmental benefits, and high reliability have attracted increasing interest in the field of lighting systems. However, owing to the long lifetime of LEDs, traditional life testing methods for LEDs, which record only failure time, are time consuming and expensive. Therefore, designing an optimal life testing process for HBWLEDs is desirable for accelerating LED technology innovation and development. This paper applies the Six Sigma define–measure–analyze–improve-control (DMAIC) approach to analyze the restrictions in the traditional life testing for HBWLEDs and optimize the life testing procedure. The goal is to shorten the testing time, reduce the testing operation cost, and maintain accurate reliability estimation. In this work, a general reliability estimation method with degradation data is developed by integrating a recursive unscented Kalman filter approach to estimate HBWLED reliability. The results show that, with the help of a recursive UKF, the accuracy of reliability estimation can be improved compared with the ordinary nonlinear least squares approach. Furthermore, the operation time and cost of LED life testing can be reduced by 57.75% and 71.51%, respectively, compared with traditional life testing.
机译:寿命测试是一项重要的可靠性评估程序,可在发布新产品或技术之前对其进行鉴定。具有高效率,环境效益和高可靠性的高亮度白光发光二极管(HBWLED)在照明系统领域引起了越来越多的兴趣。然而,由于LED的使用寿命长,仅记录故障时间的传统的LED寿命测试方法既费时又昂贵。因此,设计用于HBWLED的最佳寿命测试过程对于加速LED技术的创新与发展是不可或缺的。本文采用六西格码定义-测量-分析-改进控制(DMAIC)方法来分析HBWLED的传统寿命测试中的限制条件,并优化寿命测试程序。目的是缩短测试时间,降低测试操作成本,并保持准确的可靠性估计。在这项工作中,通过集成递归无味卡尔曼滤波器方法来估计HBWLED可靠性,开发了一种具有降级数据的通用可靠性估计方法。结果表明,与常规的非线性最小二乘法相比,借助递归UKF可以提高可靠性估计的准确性。此外,与传统寿命测试相比,LED寿命测试的运行时间和成本可分别减少57.75%和71.51%。

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