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:
Dec. 27, 2022

Filed:

Nov. 21, 2019
Applicant:

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

Inventors:

Seng Chai Gan, Ashburn, VA (US);

Shikhar Kwatra, Durham, NC (US);

Michael Treadway, Keller, TX (US);

Assignee:

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

Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06K 9/62 (2022.01); G06N 3/08 (2006.01); G06F 9/455 (2018.01); G06F 15/16 (2006.01); H04L 15/16 (2006.01); H04L 67/10 (2022.01); H04L 9/40 (2022.01); G06N 3/02 (2006.01);
U.S. Cl.
CPC ...
G06K 9/6223 (2013.01); G06F 9/455 (2013.01); G06F 9/45558 (2013.01); G06N 3/02 (2013.01); G06N 3/08 (2013.01); G06F 2009/4557 (2013.01); G06F 2009/45595 (2013.01);
Abstract

In an approach for optimally grouping containers, a processor passively monitors a set of parameters for a set of containers within a network. A processor records the set of parameters for each container of the set of containers. A processor deploys a k-nearest neighbor neural network (KNN) to determine a first set of groupings of the set of containers based on the set of parameters. A processor simulates the network having grouped containers based on the first set of groupings of the set of containers output by the KNN. A processor simulates an action on the set of containers. A processor updates a reward function based on the action. A processor determines whether a maximum value of the reward function is reached.


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