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:
Mar. 23, 2021

Filed:

Jul. 19, 2019
Applicant:

Oracle International Corporation, Redwood Shores, CA (US);

Inventors:

Sanjeev R. Sondur, Horsham, PA (US);

Mark Evan Mills, Fort Collins, CO (US);

Brandon Patrick Byers, Bonita, CA (US);

Prasanta Ranjan Dash, San Jose, CA (US);

Kenny Clayton Gross, Escondido, CA (US);

Assignee:

Oracle International Corporation, Redwood Shores, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 12/24 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
H04L 41/0823 (2013.01); G06N 20/00 (2019.01); H04L 41/0843 (2013.01); H04L 41/147 (2013.01); H04L 41/16 (2013.01);
Abstract

The embodiments disclosed herein relate to intelligent configuration of a cloud-service gateway based on a pattern recognition algorithm. A machine-learning model is trained to learn the patterns of correlation among many configuration parameters affecting the performance of the system when processing an observed or estimated workload. Training the model may be performed off-line with performance data observed during experiments performed with a variety of configurations and workloads. Once trained, the model may be used to recommend: (a) new configuration parameter values based on constraints of the system being configured, (b) an amount of work that can be performed at a certain performance level when the system is configured with certain parameter values, or (c) the expected performance level when running a certain workload on the system configured with certain configuration parameter values.


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