Application of non-parametric statistics of the parametric response for defect diagnosis

Rama Gudavalli, W. R. Daasch, P. Nigh, D. Heaberlin
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引用次数: 3

Abstract

This paper presents a method using only the rank of the measurements to separate a part's elevated response to parametric tests from its non-elevated response. The effectiveness of the proposed method is verified on the 130nm ASIC. Good die responses are correlated for same parametric tests at different conditions such as temperature, voltage and or other stress. Nonparametric correlation methods are used to calculate the intra-die correlation. When intra-die correlation is found to be low the elevated vectors that lower correlation are extracted and input to IDDQ-based diagnostic tools. Monte-Carlo simulations are described to obtain confidence bounds of the correlation for good die test response.
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参数响应的非参数统计在缺陷诊断中的应用
本文提出了一种仅利用测量值的秩来区分零件对参数试验的升高响应和非升高响应的方法。在130nm ASIC上验证了该方法的有效性。在不同的条件下,如温度、电压和/或其他应力,相同的参数测试中,良好的模具响应是相关的。采用非参数相关法计算模具内相关系数。当发现模内相关性较低时,提取相关性较低的升高载体并输入到基于iddq的诊断工具中。通过蒙特卡罗模拟,获得了良好的模具试验响应的相关置信限。
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