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:
Oct. 25, 2022

Filed:

Feb. 13, 2020
Applicant:

Emc Ip Holding Company Llc, Hopkinton, MA (US);

Inventors:

Wei Wang, Chengdu, CN;

Mark Malamut, Aliso Viejo, CA (US);

Assignee:

EMC IP HOLDING COMPANY LLC, Hopkinton, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 7/00 (2006.01); G06F 11/14 (2006.01); G06N 5/04 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 11/1402 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); G06F 2201/80 (2013.01);
Abstract

A number of backup agents to be deployed to a system can be predicted by training one or more machine learning (ML) objects of a first prediction algorithm and training one or more ML objects of a second prediction algorithm. The training can be performed with archived backup job data. Both prediction algorithms can be applied to the backup job data to predict execution duration of the backup jobs. The prediction algorithm with a lower error can be used to predict a total execution duration of a current number of backup jobs. An optimal number of backup agents can be predicted based on the predicted total execution duration and the current number of backup jobs.


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