公开(公告)号：US20210320709A1

公开(公告)日：2021-10-14

申请号：US17271918

申请日：2018-09-13

Applicant: Nokia Solutions and Networks Oy

Inventor： Deepak NAYAK ,  Chandrashekhar THEJASWI ,  Suresh KALYANASUNDARAM ,  Rajeev AGRAWAL ,  Hua XU ,  Anand BEDEKAR ,  Veronique CAPDEVIELLE ,  Claudiu MIHAILESCU ,  Boris KOUASSI ,  Afef FEKI

IPC: H04B7/06 ,  G06N3/08 ,  G06N5/04 ,  H04B17/309 ,  G06N3/04

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.