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:
May. 30, 2023

Filed:

Apr. 07, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Elpida Tzortzatos, Lagrangeville, NY (US);

Anastasiia Didkovska, Schönaich, DE;

Karin Genther, Hildrizhausen, DE;

Toni Pohl, Filderstadt, DE;

Dieter Wellerdiek, Ammerbuch, DE;

Marco Selig, Böblingen, DE;

Tobias Huschle, Gaertringen, DE;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/21 (2023.01); G06F 9/50 (2006.01);
U.S. Cl.
CPC ...
G06F 9/5005 (2013.01); G06F 9/505 (2013.01); G06F 9/5011 (2013.01); G06F 18/217 (2023.01); G06N 20/00 (2019.01); G06F 2209/5019 (2013.01);
Abstract

Aspects of the invention include determining, by a machine learning model, a predicted workload for a system and a current system state of the system, determining an action to be enacted for the system based at least in part on the predicted workload and the current system state, enacting the action for the system, evaluating a state of the system after the action has been enacted, determining a reward for the machine learning model based at least in part on the state of the system after the action has been enacted, and updating the machine learning model based on the reward.


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