A modified bathtub curve with latent failures

J. English, Li Yan, T. L. Landers
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引用次数: 9

Abstract

Burn-in and stress screening are becoming increasingly popular in the commercial electronics industry as customers become increasingly sensitive to failures occurring in the useful life of a product or system. For example, thermal stress screening (TSS) is an assembly-level electronics manufacturing process that evolved from the burn-in processes used in NASA and DoD programs. While burn-in subjects the product to expected field extremes to expose infant mortalities (latent failures), TSS briefly exposes a product to fast temperature rate-of-change and out-of-spec temperatures to trigger failures that would otherwise occur during the useful life of the product. In support of this known failure behavior, the classical bathtub curve should be modified to aid in the economic modeling of various screen types. We have conducted extensive modeling efforts that have resulted in a systematic approach to explicitly modeling the latent failures in the bathtub curve. In this paper, we describe the efforts that have been dedicated to model the latent failures known to exist in many products and systems. The resulting failure distribution is a truncated, mixed Weibull distribution. This model is proving to be an effective and relatively simple means to model the complex nature of failures of a system. With this increased flexibility, we can measure the impact of stress screens in varying conditions and ultimately design optimal screens.
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带有潜在故障的修正浴盆曲线
随着客户对产品或系统使用寿命内发生的故障越来越敏感,老化和应力筛选在商业电子工业中变得越来越流行。例如,热应力筛选(TSS)是一种组装级电子制造工艺,由NASA和DoD项目中使用的老化工艺演变而来。老化会使产品处于预期的极端环境中,从而导致婴儿死亡(潜在故障),而TSS会使产品短暂地暴露于快速的温度变化率和超出规格的温度下,从而触发在产品使用寿命期间可能发生的故障。为了支持这种已知的破坏行为,经典的浴缸曲线应该被修改,以帮助各种筛网类型的经济建模。我们进行了大量的建模工作,形成了一个系统的方法来明确地对浴盆曲线中的潜在故障进行建模。在本文中,我们描述了致力于对许多产品和系统中已知存在的潜在故障进行建模的努力。得到的失效分布是一个截断的混合威布尔分布。该模型被证明是一种有效且相对简单的方法来模拟系统故障的复杂性质。随着灵活性的提高,我们可以测量不同条件下应力筛管的影响,并最终设计出最佳筛管。
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