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:
Sep. 26, 2023

Filed:

Jul. 27, 2021
Applicant:

SK Hynix Inc., Gyeonggi-do, KR;

Inventors:

Haobo Wang, San Jose, CA (US);

Aman Bhatia, Los Gatos, CA (US);

Fan Zhang, Fremont, CA (US);

Assignee:

SK hynix Inc., Gyeonggi-do, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G11C 16/34 (2006.01); G11C 16/10 (2006.01); G11C 11/54 (2006.01); G11C 16/26 (2006.01); G11C 16/12 (2006.01);
U.S. Cl.
CPC ...
G11C 16/3409 (2013.01); G11C 11/54 (2013.01); G11C 16/102 (2013.01); G11C 16/12 (2013.01); G11C 16/26 (2013.01);
Abstract

Embodiments provide a scheme for estimating an optimal read threshold voltage using a deep neural network (DNN) with a reduced number of processing. A controller includes a combined neural network, which receives first and second cumulative distribution function (CDF) values, each CDF value corresponding to a program voltage (PV) level associated with a read operation on the cells. The combined neural network generates first and second connection vectors based on the first and second CDF values and first weight values, and estimates an optimal read threshold voltage based on the first and second connection vectors and second weight values.


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