基于威布尔分布和多维数据的三耦合应力下SnAgCu焊点可靠性退化模型研究

Jie-Mei Zhang, Ningzhou Li, Danyu Zhang, Xiaojuan Wei, Xiaojuan Zhang, Mingming Chen
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摘要

基于热、电、机械应力耦合作用下焊点退化失效大数据,建立SnAgCu焊点三参数威布尔分布失效概率模型,解决不同失效模式与焊点不同失效概率分布之间的映射问题。采用有限元分析方法,分析了三应力耦合作用下焊点可靠性的蠕变和退化趋势,建立了连接故障累进激励下焊点的疲劳和最小寿命模型。采用多维数据驱动算法,提出了基于退化灵敏度和显著性模型的SnAgCu焊点失效状态表征和特征提取方法,识别并挖掘了焊点可靠性水平与三耦合应力之间的内在规律和关系。半物理仿真结果表明,可靠性退化模型能有效地预测焊点的健康状况。
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Research on Reliability Degradation Model of SnAgCu Solder Joint under Three-coupling Stress Based on Weibull Distribution and Multidimensional Data
Based on the big data of solder joint degradation and failure under the coupling action of thermal, electrical, and mechanical stress, a three-parameter Weibull distribution failure probability model of SnAgCu solder joint is established to solve the mapping problem between different failure modes and different failure probability distribution of solder joint. The creep and degradation trend of solder joint reliability under three-stress coupling is analyzed by finite element analysis method, and the fatigue and minimum life model of solder joint with progressive excitation of interconnecting fault are presented. Using a multidimensional data-driven algorithm, the characterization and feature extraction of failure state of SnAgCu solder joint based on degradation sensitivity and salience model is presented to identify and excavate the internal laws and relations between the reliability level of the solder joint and the three-coupling stress. The semi-physical simulation shows that the reliability degradation model can effectively predict solder joint health.
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