Method of performing communication load balancing with multi-teacher reinforcement learning, and an apparatus for the same

    公开(公告)号:US12238190B2

    公开(公告)日:2025-02-25

    申请号:US18351201

    申请日:2023-07-12

    Abstract: A server may be provided to obtain a load balancing artificial intelligence (AI) model for a plurality of base stations in a communication system. The server may obtain teacher models based on traffic data sets collected from the base stations, respectively; perform a policy rehearsal process including obtaining student models based on knowledge distillation from the teacher models, obtaining an ensemble student model by ensembling the student models, and obtaining a policy model by interacting with the ensemble student mode; provide the policy model to each of the base stations for a policy evaluation of the policy model; and based on a training continue signal being received from at least one of the base stations as a result of the policy evaluation, update the ensemble student model and the policy model by performing the policy rehearsal process on the student models.

    Automated service ticket generation

    公开(公告)号:US12107894B1

    公开(公告)日:2024-10-01

    申请号:US17326151

    申请日:2021-05-20

    CPC classification number: H04L63/20 H04L63/1425 H04L67/5682

    Abstract: An automated service ticket generation system including an application configured to receive risk data associated with an asset and generate a service ticket based on the risk data. The application may receive risk data including an indication of whether the asset is out of compliance or will soon be out of compliance with a policy and/or regulation. Responsive to receiving the risk data, the application may access a remote computing device to generate the service ticket. The service ticket may include a mitigation task for an asset owner to perform in order to comply with the policy and/or regulation. The application may cause an indication of the service ticket to be presented on a display of a computing device. In some examples, the application may cause an indication of the service ticket to be sent to a computing device associated with the asset.

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