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:
Jul. 28, 2020

Filed:

Nov. 16, 2017
Applicant:

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

Inventors:

Aly Megahed, San Jose, CA (US);

Mohamed Mohamed, San Jose, CA (US);

Samir Tata, Santa Clara, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/2458 (2019.01); H04L 29/08 (2006.01); H04L 12/24 (2006.01); G06F 9/50 (2006.01); G06F 16/21 (2019.01);
U.S. Cl.
CPC ...
G06F 16/2462 (2019.01); G06F 9/5005 (2013.01); G06F 16/217 (2019.01); G06F 16/2477 (2019.01); H04L 41/0859 (2013.01); H04L 67/34 (2013.01);
Abstract

A computing device retrieves historical data regarding one or more historical time periods during which cloud application instances were provisioned. A probability distribution of a number of queries received by the historical cloud application instances during each of the one or more historical time periods is determined by the computing device. A probability distribution of a number of received queries completed by each of the one or more historical cloud application instances during each of the one or more historical time periods is determined by the computing device. A new provisioning plan for further time periods is generated via application of a stochastic optimization model based upon the probability distribution of the number of received queries during each of the one or more historical time periods and the probability distribution of the number of received queries completed by each of the one or more cloud application instances.


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