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:
Jan. 03, 2023

Filed:

Sep. 13, 2018
Applicant:

Nokia Solutions and Networks Oy, Espoo, FI;

Inventors:

Deepak Nayak, Bangalore, IN;

Chandrashekhar Thejaswi, Bangalore, IN;

Suresh Kalyanasundaram, Bangalore, IN;

Rajeev Agrawal, Glenview, IL (US);

Hua Xu, Hawthorn Woods, IL (US);

Anand Bedekar, Glenview, IL (US);

Veronique Capdevielle, Magny les Hameaux, FR;

Claudiu Mihailescu, Versailles, FR;

Boris Kouassi, Massy, FR;

Afef Feki, Sceaux, FR;

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
H04B 7/06 (2006.01); H04B 17/309 (2015.01); G06N 3/04 (2006.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
H04B 7/0695 (2013.01); G06N 3/0454 (2013.01); G06N 3/08 (2013.01); H04B 17/309 (2015.01);
Abstract

Systems, methods, apparatuses, and computer program products for determining a grid-of-beams (GoB) are provided. One method may include collecting network data for training a neural network, train the neural network, using the collected data, to learn a non-discounted cumulative reward Q that evaluates a benefit of including a given beam into a grid-of-beams (GoB), iteratively applying the trained neural network to select at least one optimal beam to include in the grid-of-beams (GoB), and selecting one or more beams from the grid-of-beams (GoB) to transmit to a user equipment or to receive transmission from the user equipment.


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