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:
Jun. 29, 2021

Filed:

Oct. 24, 2017
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Benjamin D. Briggs, Waterford, NY (US);

Lawrence A. Clevenger, Dutchess, NY (US);

Nicholas A. Lanzillo, Troy, NY (US);

Michael Rizzolo, Albany, NY (US);

Theodorus E. Standaert, Clifton Park, NY (US);

James Stathis, Poughquag, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H01L 21/67 (2006.01); G06N 20/00 (2019.01); G06N 5/04 (2006.01);
U.S. Cl.
CPC ...
H01L 21/67271 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

One or more processors determine a predicted sorting bin of a semiconductor device, based on measurement and test data performed on the semiconductor device subsequent to a current metallization layer. A current predicted sorting bin and a target soring bin are determined by a machine learning model for the semiconductor device; the target bin include higher performance semiconductor devices than the predicted sorting bin. The model determines a performance level improvement attainable by adjustments made to process parameters of subsequent metallization layers of the semiconductor device. Adjustments to process parameters are generated, based on measurement and test data of the current metallization layer of semiconductor device, and the adjustment outputs for the process parameters of the subsequent metallization layers of the semiconductor device are made available to the one or more subsequent metallization layer processes by a feed-forward mechanism.


Find Patent Forward Citations

Loading…