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:
Jun. 22, 2021

Filed:

Apr. 10, 2019
Applicant:

Nokia Solutions and Networks Oy, Espoo, FI;

Inventors:

Yue Jin, Boulogne-Billancourt, FR;

Dimitre Kostadinov, Paris, FR;

Makram Bouzid, Orsay, FR;

Armen Aghasaryan, Savigny sur Orge, FR;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/50 (2006.01); G06N 20/00 (2019.01); G06F 9/455 (2018.01);
U.S. Cl.
CPC ...
G06F 9/5011 (2013.01); G06F 9/45558 (2013.01); G06N 20/00 (2019.01); G06F 2009/45579 (2013.01);
Abstract

An apparatus () manages resources of a resource-controlled system (), e.g. data processing resources in a data processing system. The resource-controlled system () has resource-elasticity, namely it may operate in several states involving different amounts of system resources. The resource management apparatus () may select a modification action having at least one resource variation parameter. The resource variation parameter represents a resource quantity to be added or removed in the resource-controlled system (). The apparatus () may update a value function of an adaptive learning agent () as a function of performance metrics () measured after the resources of the resource-controlled system have been modified by effecting the modification action. Responsive to a safety criterion not being fulfilled, a finer resource variation parameter may be substituted.


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