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Modelling infant failure rate of electromechanical products with multilayered quality variations from manufacturing process

机译:从制造过程中模拟具有多层质量变化的机电产品的婴儿故障率

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摘要

The optimisation of product infant failure rate is the most important and difficult task for continuous improvement in manufacturing; how to model the infant failure rate promptly and accurately of the complex electromechanical product in manufacturing is always a dilemma for manufacturers. Traditional methods of reliability analysis for the produced product usually rely on limited test data or field failures, the valuable information of quality variations from the manufacturing process has not been fully utilised. In this paper, a multilayered model structured by part-level, component-level, system-level' is presented to model the reliability in the form of infant failure rate by quantifying holistic quality variations from manufacturing process for electromechanical products. The mechanism through which the multilayered quality variations affect the infant failure rate is modelled analytically with a positive correlation structure. Furthermore, an integrated failure rate index is derived to model the reliability of electromechanical product in manufacturing by synthetically incorporating overall quality variations with Weibull distribution. A case study on a control board suffering from infant failures in batch production is performed. Results show that the proposed approach could be effective in assessing the infant failure rate and in diagnosing the effectiveness of quality control in manufacturing.
机译:产品婴儿失效率的优化是持续改进生产的最重要也是最困难的任务。如何在制造过程中快速准确地模拟复杂机电产品的婴儿失效率,一直是制造商的难题。用于生产产品的传统可靠性分析方法通常依赖于有限的测试数据或现场故障,来自制造过程的质量变化的宝贵信息尚未得到充分利用。在本文中,提出了一个由零件级,组件级,系统级构成的多层模型,通过量化机电产品制造过程中的整体质量变化,以婴儿故障率的形式对可靠性进行建模。具有正相关结构的模型分析了多层质量变化影响婴儿失效率的机制。此外,通过综合结合威布尔分布的整体质量变化,得出了综合故障率指数,以建模机电产品在制造中的可靠性。进行了针对批量生产中婴儿故障的控制板的案例研究。结果表明,所提出的方法可以有效地评估婴儿失效率,并诊断制造过程中质量控制的有效性。

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