公开(公告)号：US20240422667A1

公开(公告)日：2024-12-19

申请号：US18631726

申请日：2024-04-10

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Junliang LUO ,  Yi Tian Xu ,  Di Wu ,  Xue Liu ,  Gregory Lewis Dudek

IPC: H04W52/02 ,  H04L41/16 ,  H04W28/24

Abstract: A method performed by at least one processor of a network device in communication with a plurality of base stations, the method including: receiving historical data collected by one or more base stations from the plurality of base stations, the historical data indicating one or more of a power consumption, handover data, and quality of service (QOS); generating, from the historical data, training data comprising a plurality of cell states and a corresponding random action for each cell state; and training one or more neural network estimators based on the training data, where the one or more neural network estimators comprise one or more of a power consumption estimator, a QoS estimator, and a handover prediction estimator, and where each base station from the plurality of base stations is associated with a respective cell.