Method of training deep learning model for predicting pattern characteristics and method of manufacturing semiconductor device

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United States of America Patent

PATENT NO 12205040
APP PUB NO 20220121956A1
SERIAL NO

17245173

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Abstract

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A method of manufacturing a semiconductor device includes forming a pattern on a wafer, measuring a spectrum of the pattern on the wafer, with a spectral optical system, performing an analysis of the spectrum through a deep learning model for predicting pattern characteristics, the deep learning model being trained based on a domain knowledge, and evaluating the pattern on the wafer based on the analysis of the spectrum, wherein the domain knowledge includes a noise inducing factor of the spectral optical system.

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Patent Owner(s)

Patent OwnerAddress
SAMSUNG ELECTRONICS CO LTDSUWON-SI

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Bae, Yoonsung Seoul, KR 1 0
Byoun, Seunggun Suwon-si, KR 1 0
Gwak, Seungho Seoul, KR 1 0
Jo, Taeyong Yongin-si, KR 3 0
Kim, Kwangrak Gunpo-si, KR 7 1
Lee, Chiyoung Seoul, KR 44 191
Shin, Younghoon Yongin-si, KR 10 111
Song, Gilwoo Hwaseong-si, KR 3 2
Yun, Kyungwon Hwaseong-si, KR 8 5

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