METHOD OF VERIFYING ERROR OF OPTICAL PROXIMITY CORRECTION MODEL

Patent №

US 11,699,227

Granted

2023-07-11

Filed 2021

Owner

SAMSUNG ELECTRONICS CO., LTD.

Lab

AI components

4

ml · vision · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17384366

A method of fabricating a semiconductor device includes generating a mask based on second layout data obtained by applying an OPC model to first layout data and performing a semiconductor process using the mask on a substrate, obtaining a plurality of pattern images by selecting a plurality of sample patterns from the substrate, selecting sample images corresponding to the sample patterns from each of the first layout data, the second layout data, and simulation data obtained by performing a simulation based on the second layout data, generating a plurality of input images corresponding to the sample patterns by blending the sample images corresponding to the sample patterns, respectively, and generating an error prediction model for the OPC model by training a machine learning model using a data set including the input images and the pattern images.

Machine learningVisionEvolutionary computationAI hardwareG06T 7/0006G03F 1/36G06F 18/2148G06F 18/22G06T 7/001G06T 7/50G06T 7/60G06V 10/30+9 more

AI classification

Vision1.00
Machine learning1.00
Evolutionary computation0.78
AI hardware0.54
Natural language0.10
Knowledge representation0.02
Planning0.01
Speech0.00

Ownership

SAMSUNG ELECTRONICS CO., LTD.

assignment · 571330511

Assignors

OH, HEUNGSUK, KANG, MINCHEOL, PARK, SANGWOOK

On an employer assignment, the assignors are typically the inventors.

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