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:
Feb. 23, 2021

Filed:

May. 18, 2020
Applicant:

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

Inventors:

Samer Banna, San Jose, CA (US);

Dermot Cantwell, Sunnyvale, CA (US);

Waheb Bishara, San Mateo, CA (US);

Assignee:

APPLIED MATERIALS, INC., Santa Clara, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 30/00 (2020.01); G06F 30/39 (2020.01); G06N 5/04 (2006.01); G06N 20/00 (2019.01); G06F 30/333 (2020.01);
U.S. Cl.
CPC ...
G06F 30/39 (2020.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); G06F 30/333 (2020.01);
Abstract

This disclosure describes methods and systems for building a spatial model to predict performance of processing chamber, and using the spatial model to converge faster to a desired process during the process development phase. Specifically, a machine-learning engine obtains an empirical process model for a given process for a given processing chamber. The empirical process model is calibrated by using the in-line metrology data as reference. A predictive model is built by refining the empirical process model by a machine-learning engine that receives customized metrology data and outputs one or more spatial maps of the wafer for one or more dimensions of interest across the wafer without physically processing any further wafers, i.e. by performing spatial digital design of experiment (Spatial DoE).


Find Patent Forward Citations

Loading…