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:
Oct. 03, 2023

Filed:

Mar. 17, 2021
Applicant:

Western Digital Technologies, Inc., San Jose, CA (US);

Inventors:

Zarko Popov, Mission Viejo, CA (US);

Bernd Lamberts, San Jose, CA (US);

Hitoshi Yoshida, Kanagawa, JP;

Mao Nishiyama, Kanagawa, JP;

Victor Ramirez, Cerritos, CA (US);

Assignee:
Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G11B 20/10 (2006.01); G11B 20/18 (2006.01); G06N 20/00 (2019.01); G06N 7/01 (2023.01); G11B 20/12 (2006.01);
U.S. Cl.
CPC ...
G06F 11/008 (2013.01); G06N 7/01 (2023.01); G06N 20/00 (2019.01); G11B 20/1037 (2013.01); G11B 20/1879 (2013.01); G11B 20/1217 (2013.01); G11B 2020/1222 (2013.01);
Abstract

The present disclosure is directed to a data storage device that includes a refresh monitor based on a learning based feedback control. The refresh monitor is used to control refresh operations to account for effects of writes to media, e.g., adjacent track interference (ATI). Read operations are analyzed to derive damage information usable to update one or more probability distributions, upon which the learning is updated or reinforced and carried forward. In one embodiments, the data storage device includes control circuitry configured to maintain a refresh monitor based on a learning system, analyze a read operation with the refresh monitor; adjust the refresh monitor by updating the one or more probability distributions based on the analyzed read operation; and execute a refresh operation to refresh data based on the adjusted refresh monitor.


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