公开(公告)号：US20240224072A1

公开(公告)日：2024-07-04

申请号：US18090784

申请日：2022-12-29

Applicant: AT&T Intellectual Property I, L.P. ,  AT&T Mobility II LLC

Inventor： Ajay Mahimkar ,  Shomik Pathak ,  Xuan Liu ,  Yusef Shaqalle ,  Zihui Ge ,  Yu Xiang ,  Changhan Ge

IPC: H04W24/02 ,  H04L41/16 ,  H04W24/10

CPC classification number: H04W24/02 ,  H04L41/16 ,  H04W24/10

Abstract: A processing system may obtain a data set with records of network parameter changes, each record including at least one network parameter change and at least one attribute associated with a first aspect of a communication network, and a corresponding network performance indicator change. A first record may include a plurality of network parameter change groups. The processing system may next perform a de-confusion process by identifying a second record comprising a single network parameter change group, determining that a corresponding network performance indicator change is different from that of the at least the first record, and updating the data set to replace the first record with at least two replacement records. The processing system may apply at least one of the network parameter change groups to a second aspect of the communication network based upon a decision output of a classifier that is trained using the updated data set.

公开(公告)号：US20240031829A1

公开(公告)日：2024-01-25

申请号：US17814100

申请日：2022-07-21

Applicant: AT&T Intellectual Property I, L.P. ,  AT&T Mobility II LLC

Inventor： Ajay Mahimkar ,  Zihui Ge ,  Xuan Liu ,  Yusef Shaqalle ,  Yu Xiang ,  Jennifer Yates ,  Shomik Pathak ,  James Reichel

IPC: H04W24/02 ,  H04W36/00 ,  H04W28/02

CPC classification number: H04W24/02 ,  H04W36/0072 ,  H04W28/0226

Abstract: A method performed by a processing system including at least one processor includes grouping a plurality of nodes of a telecommunications network into a plurality of reference groups, based on a plurality of configuration attributes and on a plurality of load, mobility, radio frequency attributes for the plurality of nodes, selecting a first reference group of the plurality of reference groups, where the first reference group includes a subset of the plurality of nodes, selecting a first configuration parameter of the first reference group to be tuned, identifying a first value for the first configuration parameter that is most prevalent among the subset of the plurality of nodes, and setting the first configuration parameter for all nodes in the subset of the plurality of nodes to the first value.