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Risk-averse reliability optimisation in electronic product design with component and non-component failures

机译:具有组件和非组件故障的电子产品设计中的规避风险的可靠性优化

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摘要

Reliability prediction assists manufacturers to eliminate product failures in the development stage and also allocate engineering resources to implement corrective actions after product shipment. This paper proposes a practical reliability prediction model for estimating failure rates of printed-circuit-boards during the development stage. Unlike traditional reliability prediction models focusing only on component failures, the new method further considers non-component failures due to design, software, manufacturing and process. Component failure rates are estimated based on either historical data or baseline failure rates adjusted by operating conditions. Triangular distributions are used to model non-component failure rates. Finally, an optimisation problem is formulated in order to minimise the upper bound of the failure rate under cost constraints. A genetic algorithm is used to search the optimal solution. The optimisation method is demonstrated by the design of a DC/analogue instrument board used in the automatic test equipment in semiconductor industry.
机译:可靠性预测可帮助制造商在开发阶段消除产品故障,并分配工程资源以在产品出厂后采取纠正措施。本文提出了一种实用的可靠性预测模型,用于估计开发阶段的印刷电路板故障率。与仅关注组件故障的传统可靠性预测模型不同,该新方法还考虑了由于设计,软件,制造和过程引起的非组件故障。组件故障率是根据历史数据或通过运行条件调整的基准故障率来估算的。三角分布用于建模非组件故障率。最后,提出了一个优化问题,以在成本约束下使故障率的上限最小化。遗传算法用于搜索最优解。通过在半导体行业的自动测试设备中使用的DC /模拟仪表板的设计来证明优化方法。

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