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公开(公告)号:US11546040B2
公开(公告)日:2023-01-03
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 , H04B17/309 , G06N3/04 , G06N3/08
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.