微电子封装中键合线失效概率的测定

T. Casper, U. Römer, S. Schöps
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引用次数: 4

摘要

本工作涉及微电子封装中工业相关键合线失效概率的计算。在工作条件下,封装受到焦耳加热,可能导致电热诱导失效。制造公差导致,例如,不确定的键合线几何形状,通常会导致非常小的失效概率,需要计算大量的蒙特卡罗(MC)样品。因此,混合MC采样方案结合使用昂贵的计算机模型和便宜的代理。使用迭代程序最大化替代评估的比例,以更低的成本产生准确的结果。此外,该方案是非侵入性的,即现有代码可以被重用。该算法用于计算实例包的失效概率,并通过代理效率研究来评估计算节省的计算量。
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Determination of bond wire failure probabilities in microelectronic packages
This work deals with the computation of industry-relevant bond wire failure probabilities in microelectronic packages. Under operating conditions, a package is subject to Joule heating that can lead to electrothermally induced failures. Manufacturing tolerances result, e.g., in uncertain bond wire geometries that often induce very small failure probabilities requiring a high number of Monte Carlo (MC) samples to be computed. Therefore, a hybrid MC sampling scheme that combines the use of an expensive computer model with a cheap surrogate is used. The fraction of surrogate evaluations is maximized using an iterative procedure, yielding accurate results at reduced cost. Moreover, the scheme is non-intrusive, i.e., existing code can be reused. The algorithm is used to compute the failure probability for an example package and the computational savings are assessed by performing a surrogate efficiency study.
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