Predictive Wafer Modeling Based Focus Error Prediction Using correlations of wafers
Patent №
US 9,707,660
Granted
2017-07-18
Filed 2014
Owner
KLA-TENCOR CORPORATION
Lab
—
AI components
3
ml · planning · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
14457706
Predictive modeling based focus error prediction method and system are disclosed. The method includes obtaining wafer geometry measurements of a plurality of training wafers and grouping the plurality of training wafers to provide at least one training group based on relative homogeneity of wafer geometry measurements among the plurality of training wafers. For each particular training group of the at least one training group, a predictive model is develop utilizing non-linear predictive modeling. The predictive model establishes correlations between wafer geometry parameters and focus error measurements obtained for each wafer within that particular training group, and the predictive model can be utilized to provide focus error prediction for an incoming wafer belonging to that particular training group.
AI classification
Ownership
KLA-TENCOR CORPORATION
assignment · 335160498
Assignors
VUKKADALA, PRADEEP, SINHA, JAYDEEP, CHANG, WEI, RAO, KRISHNA
On an employer assignment, the assignors are typically the inventors.