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:
Mar. 30, 2021

Filed:

Dec. 17, 2018
Applicant:

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

Inventors:

Jay Sarkar, San Jose, CA (US);

Cory Peterson, Kasson, MN (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G06F 11/07 (2006.01); G06F 12/10 (2016.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 11/079 (2013.01); G06F 11/0727 (2013.01); G06F 11/0751 (2013.01); G06F 11/0793 (2013.01); G06F 12/10 (2013.01); G06N 20/00 (2019.01); G06F 2212/1044 (2013.01); G06F 2212/657 (2013.01);
Abstract

Apparatus, media, methods, and systems for data storage systems and methods for autonomously adapting data storage system performance, lifetime, capacity and/or operational requirements. A data storage system may comprise a controller and one or more non-volatile memory devices. The controller is configured to determine a category for a workload of one or more operations being processed by the data storage system using a machine-learned model. The controller is configured to determine an expected degradation of the one or more non-volatile memory devices. The controller is configured to adjust, based on the expected degradation and an actual usage of physical storage of the data storage system by a host system, an amount of physical storage of the data storage system available to the host system.


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