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.

Machine learningPlanningAI hardwareB24B 37/005B24B 49/00G01B 21/00G03F 7/705G03F 9/7026G06N 7/00G06N 20/00G01B 2210/48

AI classification

Machine learning1.00
Planning1.00
AI hardware0.92
Knowledge representation0.45
Vision0.01
Natural language0.00
Evolutionary computation0.00
Speech0.00

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.

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