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:
Dec. 12, 2023

Filed:

Aug. 26, 2020
Applicant:

Nec Laboratories America, Inc., Princeton, NJ (US);

Inventors:

Yanchi Liu, Monmouth Junction, NJ (US);

Wei Cheng, Princeton Junction, NJ (US);

Bo Zong, West Windsor, NJ (US);

LuAn Tang, Pennington, NJ (US);

Haifeng Chen, West Windsor, NJ (US);

Denghui Zhang, Urbana, IL (US);

Assignee:

NEC Corporation, Tokyo, JP;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2023.01); G06N 3/08 (2023.01); G06N 3/049 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 3/049 (2013.01);
Abstract

Methods and systems for allocating network resources responsive to network traffic include modeling spatial correlations between fine spatial granularity traffic and coarse spatial granularity traffic for different sites and regions to determine spatial feature vectors for one or more sites in a network. Temporal correlations at a fine spatial granularity are modeled across multiple temporal scales, based on the spatial feature vectors. Temporal correlations at a coarse spatial granularity are modeled across multiple temporal scales, based on the spatial feature vectors. A traffic flow prediction is determined for the one or more sites in the network, based on the temporal correlations at the fine spatial granularity and the temporal correlations at the coarse spatial granularity. Network resources are provisioned at the one or more sites in accordance with the traffic flow prediction.


Find Patent Forward Citations

Loading…