The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
May. 14, 2024

Filed:

Apr. 14, 2021
Applicant:

Samsung Electronics Co., Ltd., Suwon-si, KR;

Inventors:

Jinwoo Kim, Hwaseong-si, KR;

Sanghoon Myung, Goyang-si, KR;

Wonik Jang, Suwon-si, KR;

Yongwoo Jeon, Seoul, KR;

Kanghyun Baek, Seoul, KR;

Jisu Ryu, Hwaseong-si, KR;

Changwook Jeong, Hwaseong-si, KR;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G05B 13/04 (2006.01); G05B 13/02 (2006.01); G06N 3/045 (2023.01); H01L 27/02 (2006.01);
U.S. Cl.
CPC ...
G05B 13/042 (2013.01); G05B 13/027 (2013.01); G06N 3/045 (2023.01); H01L 27/0207 (2013.01);
Abstract

According to an aspect of the present inventive concept, a simulation method for a semiconductor fabrication process includes obtaining, as input data, process parameters for controlling a semiconductor process of manufacturing semiconductor devices, or design parameters representing a structure of the semiconductor devices, or both the process parameters and the design parameters; generating predictive data for electrical characteristics of the semiconductor devices using a machine learning model based on the input data; generating reference data for the electrical characteristics of the semiconductor devices using a simulation tool based on the input data; and training the machine learning model using the predictive data and the reference data.


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