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:
Dec. 13, 2022

Filed:

Mar. 28, 2019
Applicant:

Applied Materials, Inc., Santa Clara, CA (US);

Inventors:

Kun Xu, Sunol, CA (US);

Denis Ivanov, St. Petersburg, RU;

Harry Q. Lee, Los Altos, CA (US);

Jun Qian, Sunnyvale, CA (US);

Assignee:

Applied Materials, Inc., Santa Clara, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H01L 21/67 (2006.01); G06N 3/063 (2006.01); B24B 37/005 (2012.01); B24B 49/10 (2006.01); G05B 19/048 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
B24B 37/005 (2013.01); B24B 49/105 (2013.01); G05B 19/048 (2013.01); G06N 3/063 (2013.01); G06N 20/00 (2019.01); H01L 21/67092 (2013.01); H01L 21/67253 (2013.01);
Abstract

Data received from an in-situ monitoring system includes, for each scan of a sensor, a plurality of measured signal values for a plurality of different locations on a layer. A thickness of a polishing pad is determined based on the data from the in-situ monitoring system. For each scan, a portion of the measured signal values are adjusted based on the thickness of the polishing pad. For each scan of the plurality of scans and each location of the plurality of different locations, a value is generated representing a thickness of the layer at the location. This includes processing the adjusted signal values using one or more processors configured by machine learning. A polishing endpoint is detected or a polishing parameter is modified based on the values representing the thicknesses at the plurality of different locations.


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