公开(公告)号：US20230306311A1

公开(公告)日：2023-09-28

申请号：US18325533

申请日：2023-05-30

Applicant: Huawei Technologies Co., Ltd.

Inventor： Yanfang Zhang ,  Qinglong Chang ,  Jikun Ding ,  Liang Zhang ,  Xudong Sun

IPC: G06N20/00

CPC classification number: G06N20/00

Abstract: A federated learning method includes: each second device in a plurality of second devices first obtains data distribution information and sends the data distribution information to a first device. The first device receives the data distribution information from the plurality of second devices participating in federated learning. The first device selects a matched federated learning policy based on the data distribution information. The first device sends a parameter reporting policy corresponding to the federated learning to at least one second device in the plurality of second devices. A second device that receives the parameter reporting policy is configured to obtain second gain information based on the parameter reporting policy and a current training sample, and the second gain information is for obtaining a second model of the second device.

公开(公告)号：US11985049B2

公开(公告)日：2024-05-14

申请号：US18185963

申请日：2023-03-17

Applicant: Huawei Technologies Co., Ltd.

Inventor： Bayaer Dahu ,  Guodong Liu ,  Jikun Ding

IPC: H04L41/5019

CPC classification number: H04L41/5019

Abstract: A controller groups a plurality of service application types into a plurality of application type groups based on link quality requirements of the plurality of service application types in a network. Sending priorities are determined based on the plurality of application type groups. The controller separately determines at least one link for the plurality of application type groups based on link quality requirements of the plurality of application type groups and link quality information of a plurality of links in the network. The controller separately determines network configurations for the plurality of application type groups based on the at least one link separately determined for the plurality of application type groups, the sending priorities of the plurality of application type groups, the link quality requirements of the plurality of application type groups, and a policy recommendation engine. The network configurations are delivered to a policy execution point device.

公开(公告)号：US20230224228A1

公开(公告)日：2023-07-13

申请号：US18185963

申请日：2023-03-17

Applicant: Huawei Technologies Co., Ltd.

Inventor： Bayaer Dahu ,  Guodong Liu ,  Jikun Ding

IPC: H04L41/5019

CPC classification number: H04L41/5019

Abstract: A controller groups a plurality of service application types into a plurality of application type groups based on link quality requirements of the plurality of service application types in a network; determines sending priorities based on the plurality of application type groups; separately determines at least one link for the plurality of application type groups based on link quality requirements of the plurality of application type groups and link quality information of a plurality of links in the network; separately determines network configurations for the plurality of application type groups based on the at least one link separately determined for the plurality of application type groups, the sending priorities of the plurality of application type groups, the link quality requirements of the plurality of application type groups, and a policy recommendation engine; and delivers the network configurations to a policy execution point device.