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. 06, 2022

Filed:

Mar. 30, 2021
Applicant:

Kyndryl, Inc., New York, NY (US);

Inventors:

Anil Kumar Narigapalli, Hyderabad, IN;

Laxmikantha Sai Nanduru, R K Puram Post, IN;

Clea Zolotow, Key West, FL (US);

Gavin Charles O'Reilly, Kilcoole, IE;

Venkateswarlu Basyam, Hyderabad, IN;

Assignee:

KYNDRYL, INC., New York, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 12/0862 (2016.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06F 12/0862 (2013.01); G06N 20/20 (2019.01); G06F 2212/602 (2013.01);
Abstract

A computer directs activity within a computer storage subsystem. The computer identifies a computer operating environment including a computer, and a storage subsystem connected to a group of storage devices. The compute receives metadata representing current and historic performance metrics of said computer operating environment. The computer identifies a first device associated with a first behavior profile governed by a power law distribution, and a second device associated with a second behavior profile governed by a normal distribution. The computer trains Machine Learning (ML) models based on the behavior profiles. The computer establishes Device Performance Rules based on the ML models. The computer forecasts time-based storage system requirements based, at least in part on the Device Performance Rules. The computer prefetches data to a cache component based, at least in part on said forecasted system requirements, in accordance with a time reference available to said computer.


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