公开(公告)号：US20240224065A1

公开(公告)日：2024-07-04

申请号：US18148365

申请日：2022-12-29

Applicant: Samsung Electronics Co., Ltd.

Inventor： Yan Xin ,  Mehmet N. Kurt ,  Samuel Albert ,  Russell Ford ,  Semih Yagli ,  Jianzhong Zhang

IPC: H04W16/22 ,  H04W24/02

CPC classification number: H04W16/22 ,  H04W24/02

Abstract: Methods and apparatuses for automating configuration management in cellular networks. A method of a UE comprises: training, based on historical samples, a regression model y using samples obtained from a set of parameters, wherein the regression model y comprises a function of a first term X and a second term h; and predicting, based on the regression model y, a target KPI to capture parameter impacts corresponding to the second term h.

公开(公告)号：US12273744B2

公开(公告)日：2025-04-08

申请号：US17814186

申请日：2022-07-21

Applicant: Samsung Electronics Co., Ltd.

Inventor： Mehmet N. Kurt ,  Samuel Albert ,  Yan Xin ,  Russell Douglas Ford ,  Jianzhong Zhang

IPC: H04W24/02 ,  H04L41/0823 ,  H04L41/5009

Abstract: A method includes partitioning a set of configuration management (CM) data for one or more cellular network devices into multiple distinct time intervals, each time interval associated with a distinct set of CM settings at the one or more cellular network devices, the CM data comprising multiple CM parameters. The method also includes determining a regression model based on the set of CM data. The method also includes applying the regression model to compute a distinct set of scores and compare the set of scores to estimate whether a performance of the one or more cellular network devices has changed during a second time interval relative to a first time interval.

公开(公告)号：US20230047057A1

公开(公告)日：2023-02-16

申请号：US17814186

申请日：2022-07-21

Applicant: Samsung Electronics Co., Ltd.

Inventor： Mehmet N. Kurt ,  Samuel Albert ,  Yan Xin ,  Russell Douglas Ford ,  Jianzhong Zhang

IPC: H04W24/02 ,  H04L41/5009 ,  H04L41/0823

Abstract: A method includes partitioning a set of configuration management (CM) data for one or more cellular network devices into multiple distinct time intervals, each time interval associated with a distinct set of CM settings at the one or more cellular network devices, the CM data comprising multiple CM parameters. The method also includes determining a regression model based on the set of CM data. The method also includes applying the regression model to compute a distinct set of scores and compare the set of scores to estimate whether a performance of the one or more cellular network devices has changed during a second time interval relative to a first time interval.