SYSTEM FOR TRAINING MACHINE LEARNING MODELS USING FEDERATED LEARNING

    公开(公告)号:US20240169212A1

    公开(公告)日:2024-05-23

    申请号:US18511455

    申请日:2023-11-16

    CPC classification number: G06N3/098 H04W8/22

    Abstract: A method and system for more efficient federated learning (FL) of a machine learning (ML) model using user equipment (UEs) in cellular networks are disclosed. In particular, a system is provided for reducing the impact of poor channel conditions in a cellular network on the FL process. The cellular network may be a 5G, 6G or next generation cellular network. Advantageously, this disclosure creates redundancies in the transmission of FL trained model parameters to reduce the likelihood of an FL training process being stalled by a failure in transmission of data between UEs and a central parameter server which updates an ML model using data received from UEs.

    IMPROVEMENTS IN AND RELATING TO POWER SAVING IN A TELECOMMUNICATION NETWORK

    公开(公告)号:US20230089513A1

    公开(公告)日:2023-03-23

    申请号:US17909178

    申请日:2021-03-04

    Abstract: The present disclosure relates to a pre-5th-Generation (5G) or 5G communication system to be provided for supporting higher data rates Beyond 4th-Generation (4G) communication system such as Long Term Evolution (LTE). Disclosed is a method of controlling the power consumption of a mobile telecommunication network, comprising the steps of: providing a power saving function and providing a positioning function, wherein the power saving function is operable to control at least one of load and the amount of available radio resources that are activated and power configurations of connected cells in the network and the positioning function is operable to acquire position information related to user equipments, UEs, connected to the cells.

    METHOD AND APPARATUS FOR AUTOSCALING CONTAINERS IN A CLOUD-NATIVE CORE NETWORK

    公开(公告)号:US20230325258A1

    公开(公告)日:2023-10-12

    申请号:US18042288

    申请日:2021-08-23

    Inventor: Yue WANG

    Abstract: The present disclosure relates to a communication method and system for converging a 5th-Generation (5G) communication system for supporting higher data rates beyond a 4th-Generation (4G) system with a technology for Internet of Things (IoT). The present disclosure may be applied to intelligent services based on the 5G communication technology and the IoT-related technology, such as smart home, smart building, smart city, smart car, connected car, health care, digital education, smart retail, security and safety services. A method performed by an artificial intelligence (AI) module for autoscaling containers of a cloud-native core network with containerised network functions is provided. The method comprising requesting, from at least one metrics server, at least one metric required to make an autoscaling decision with respect to at least one set of containers; receiving the at least one metric from the at least one metrics server; processing the received at least one metric, using a trained machine learning (ML) model, to make an autoscaling decision with respect to the set of containers; and implementing the autoscaling decision with respect to the set of containers.

    RANDOM ACCESS IN A TELECOMMUNICATION SYSTEM
    7.
    发明申请

    公开(公告)号:US20200288505A1

    公开(公告)日:2020-09-10

    申请号:US16790468

    申请日:2020-02-13

    Abstract: A Random Access method in a telecommunication system, includes the steps of: receiving two or more identical preambles transmitted from two or more User Equipments (UEs), respectively; determining a minimum difference between the two or more identical preambles in a given domain; transmitting a response message to each of the two or more UEs; and receiving a connection setup message using information included in the respective response messages transmitted to each of the two or more UEs.

    SMALL CELL DISCOVERY IN A COMMUNICATION NETWORK

    公开(公告)号:US20180049112A1

    公开(公告)日:2018-02-15

    申请号:US15673210

    申请日:2017-08-09

    Inventor: Yue WANG

    Abstract: The present disclosure relates to a pre-5th-Generation (5G) or 5G communication system to be provided for supporting higher data rates Beyond 4th-Generation (4G) communication system such as Long Term Evolution (LTE). A method for operating a terminal in a wireless communication system includes transmitting, to a macro base station, first information for indicating a link quality between the terminal and a small base station. The method also includes receiving, from the macro base station, a message for instructing a handover, and performing the handover from the macro base station to the small base station according to the message. The handover is determined based on the first information and second information for indicating another link quality between the small base station and the macro base station.

    ELECTRONIC DEVICE AND METHOD FOR E2 RETENTION IN COMMUNICATION SYSTEM

    公开(公告)号:US20240224350A1

    公开(公告)日:2024-07-04

    申请号:US18607970

    申请日:2024-03-18

    CPC classification number: H04W76/10 H04W76/20 H04W88/12 H04W92/12

    Abstract: According to various embodiments, an E2 node comprises at least one transceiver and at least one processor operably coupled to the at least one transceiver. The at least one processor is configured to control the at least one transceiver to transmit, to a near-real time (Near-RT) radio access network (RAN) intelligent controller (RIC) via an E2 interface, a E2 setup request message including E2 retention information. The at least one processor is configured to control the at least one transceiver to receive, from the Near-RT RIC via the E2 interface, a E2 setup response message in response to the E2 setup request message including E2 retention indication.

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