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:
Jul. 15, 2025

Filed:

Jun. 30, 2022
Applicant:

Taiwan Semiconductor Manufacturing Co., Ltd., Hsinchu, TW;

Inventors:

Wen-Hao Cheng, Hsinchu, TW;

Hsuan-Chih Chu, Hsinchu, TW;

Yen-Yu Chen, Hsinchu, TW;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H01J 37/34 (2006.01); G01R 33/02 (2006.01); G06N 5/022 (2023.01); H01J 37/32 (2006.01); H01L 21/66 (2006.01);
U.S. Cl.
CPC ...
G01R 33/02 (2013.01); G06N 5/022 (2013.01); H01J 37/32926 (2013.01); H01J 37/32935 (2013.01); H01J 37/3299 (2013.01); H01J 37/3405 (2013.01); H01J 37/345 (2013.01); H01J 37/3455 (2013.01); H01L 22/20 (2013.01);
Abstract

A thin-film deposition system includes a thin-film deposition chamber. A magnetron assembly is positioned within the thin-film deposition chamber to assist in thin-film deposition processes. A magnetic sensor apparatus is positioned adjacent to the magnetron assembly. The magnetic sensor apparatus includes a plurality of magnetic sensors that each sense the magnetic field in a particular location within the thin-film deposition chamber. The control system generates a magnetic field distribution based on the sensor signals from the magnetic sensors. An analysis model that has been trained with a machine learning process analyzes the magnetic field distribution and determines whether or not an abnormal magnetic field distributions process. The control system can stop the thin-film deposition process based on the output of the analysis model.


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