公开(公告)号：US20240098566A1

公开(公告)日：2024-03-21

申请号：US18261659

申请日：2021-01-19

Applicant: Nokia Solutions and Networks Oy

Inventor： Riccardo GEMELLI ,  Giuliano CORBETTA ,  Marco PISCHEDDA ,  Reinhard VOESE

IPC: H04W28/086 ,  G06N20/00 ,  H04W24/02 ,  H04W28/08

CPC classification number: H04W28/086 ,  G06N20/00 ,  H04W24/02 ,  H04W28/0958

Abstract: Systems, methods, and software for load management among a plurality of cells that overlap a sector within a Radio Access Network (RAN). In one embodiment, a system receives, at a machine learning system, input data for a sector of the RAN having a plurality of cells overlapping at the sector. The system processes the input data at the machine learning system to determine recommended load distribution parameters for the sector based on a machine learning model, where the recommended load distribution parameters are configured to maximize an aggregated user throughput of the sector. The system applies the recommended load distribution parameters in the sector to distribute users among the cells.

公开(公告)号：US20240089781A1

公开(公告)日：2024-03-14

申请号：US18261585

申请日：2021-01-19

Applicant: Nokia Solutions and Networks Oy

Inventor： Riccardo GEMELLI ,  Giuliano CORBETTA ,  Marco PISCHEDDA ,  Reinhard VOESE

IPC: H04W28/02 ,  H04W28/06 ,  H04W28/08

CPC classification number: H04W28/0226 ,  H04W28/06 ,  H04W28/0983

Abstract: Systems, methods, and software for load management among a plurality of cells that overlap a sector within a Radio Access Network (RAN). In one embodiment, a system performs sector throughput optimization over multiple optimization iterations of determining a total number of active users in the sector, determining a target number of users per cell that maximizes an aggregated user throughput of the sector where a sum of the target number of users per cell is equal to the total number of active users in the sector, determining recommended load distribution parameters for the sector based on the target number of users per cell that maximizes the aggregated user throughput of the sector, and applying the recommended load distribution parameters in the sector to distribute users among the cells.