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:
Nov. 05, 2019

Filed:

Apr. 10, 2018
Applicant:

Nec Laboratories Europe Gmbh, Heidelberg, DE;

Inventors:

Faqir Zarrar Yousaf, Leimen, DE;

Vincenzo Sciancalepore, Heidelberg, DE;

Assignee:

NEC CORPORATION, Tokyo, JP;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/455 (2018.01); G06N 5/04 (2006.01); H04L 12/24 (2006.01); H04L 12/26 (2006.01); G06F 11/30 (2006.01);
U.S. Cl.
CPC ...
G06F 9/45558 (2013.01); G06F 11/30 (2013.01); G06N 5/04 (2013.01); H04L 41/147 (2013.01); H04L 43/06 (2013.01); G06F 2009/4557 (2013.01); G06F 2009/45591 (2013.01); G06F 2009/45595 (2013.01);
Abstract

According to an embodiment of the invention, a method is provided for reducing the monitored-data load and the processing load/delay on a cloud management system (CMS). The method includes applying a prediction process to provide predicted key performance indicator (KPI) values for a plurality of VMs managed by the CMS during a first monitoring epoch; collecting, during the first monitoring epoch, observed KPI values for the plurality of VMs managed by the CMS; assessing the accuracy of the prediction process by way of calculating, according to a reward function, reward values for the plurality of VMs based on a deviation between the observed KPI values and the predicted KPI values; calculating a monitoring frequency for collecting monitoring information during a second monitoring epoch based on the reward values; and collecting the monitoring information during the second monitoring epoch according to the calculated monitoring frequency.


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