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. 18, 2022

Filed:

Apr. 22, 2020
Applicants:

At&t Intellectual Property I, L.p., Atlanta, GA (US);

University College Cork-national University of Ireland, Cork, IE;

Inventors:

Rittwik Jana, Montville, NJ (US);

Emir Halepovic, Somerset, NJ (US);

Rakesh Sinha, Edison, NJ (US);

Vijay Gopalakrishnan, Edison, NJ (US);

Ahmed Zahran, Cork, IE;

Darijo Raca, Cork, IE;

Cormac John Sreenan, Ballinora, IE;

Balagangadhar G. Bathula, Lawrenceville, NJ (US);

Matteo Varvello, Holmdel, NJ (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); H04B 17/373 (2015.01); H04B 17/391 (2015.01); H04L 43/0888 (2022.01); H04W 72/08 (2009.01); H04W 8/22 (2009.01); H04B 17/382 (2015.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
H04B 17/373 (2015.01); G06N 20/00 (2019.01); H04B 17/382 (2015.01); H04B 17/3913 (2015.01); H04L 43/0888 (2013.01); H04W 8/22 (2013.01); H04W 72/085 (2013.01);
Abstract

Aspects of the subject disclosure may include, for example, a method in which a processing system identifies a plurality of performance indicators comprising device performance indicators for a plurality of communication devices on a cellular network and network performance indicators for the cellular network. The method also includes obtaining historical data regarding the plurality of performance indicators for each of a series of time points during a past time period; the historical data for each of the plurality of performance indicators form an array of values for that performance indicator. The method further includes generating from each array a set of inputs to an algorithm for predicting a throughput of the cellular network during a future time period; the set of inputs comprises quantiles of the array, and the algorithm comprises a machine learning algorithm. Other embodiments are disclosed.


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