Yield prognosis for fab-to-fab product migration

A. Ahmadi, K. Huang, A. Nahar, Bob Orr, M. Pas, J. Carulli, Y. Makris
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引用次数: 3

Abstract

We investigate the utility of correlations between e-test and probe test measurements in predicting yield. Specifically, we first examine whether statistical methods can accurately predict parametric probe test yield as a function of e-test measurements within the same fab. Then, we investigate whether the e-test profile of a destination fab, in conjunction with the e-test and probe test profiles of a source fab, suffice for accurate yield prognosis during fab-to-fab product migration. Results using an industrial dataset of ~3.5M devices from a 65nm Texas Instruments RF transceiver design fabricated in two different fabs reveal that (i) within-fab yield prediction error is in the range of a few tenths of a percentile point, and (ii) fab-to-fab yield prediction error is in the range of half a percentile point.
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晶圆厂到晶圆厂产品迁移的良率预测
我们研究了e-test和探针测试之间的相关性在预测产量方面的效用。具体来说,我们首先研究了统计方法是否可以准确地预测参数探针测试良率作为同一晶圆厂内e测试测量的函数。然后,我们研究了目标晶圆厂的电子测试配置文件,以及源晶圆厂的电子测试和探针测试配置文件,是否足以在晶圆厂到晶圆厂的产品迁移过程中准确预测良率。使用在两个不同晶圆厂制造的65nm德州仪器射频收发器设计的约3.5M器件的工业数据集的结果显示:(i)晶圆厂内良率预测误差在零点几个百分点的范围内,(ii)晶圆厂间良率预测误差在半个百分点的范围内。
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