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Method for assessing data worth for analyzing yield rate

机译:评估价值以分析产率的数据的方法

摘要

A method for assessing data worth for analyzing yield rate includes: getting measured data with data points that corresponds to control variables of semiconductor manufacturing; transforming the data points into a distance matrix with matrix distances corresponding to differences of the data points under the control variables; expressing sample differences recorded in the distance matrix by two-dimension vectors and calculating similarity degrees of the two-dimension vectors and the distance matrix so as to take loss information as a conversion error value; calculating discriminant ability of the transformed two-dimension data and expressing the discriminant ability by an error rate of discriminant; and taking the conversion error value and the error rate of discriminant as penalty terms and calculating a quality score corresponding to the measured data. Thereby, before analyzing the yield rate of semiconductor manufacturing, analysts can determine whether data includes information affecting the yield rate based on the quality score.
机译:一种评估有价值的数据以分析产率的方法,包括:获得具有与半导体制造的控制变量相对应的数据点的测量数据;将数据点转换为距离矩阵,其距离对应于控制变量下数据点的差;通过二维向量表达记录在距离矩阵中的样本差异,计算二维向量与距离矩阵的相似度,以损失信息作为转换误差值;计算变换后的二维数据的判别能力,并通过判别误差率表示判别能力;将转换误差值和判别误差率作为惩罚项,计算出与测量数据相对应的质量得分。因此,在分析半导体制造的成品率之前,分析人员可以基于质量得分确定数据是否包括影响成品率的信息。

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