INTELLIGENT SYNTHETIC DATA INJECTION

    公开(公告)号:US20250081006A1

    公开(公告)日:2025-03-06

    申请号:US18462273

    申请日:2023-09-06

    Inventor: Arpit Agarwal

    Abstract: A method may include providing an amount of first data and increasing the amount of first data until a first network component fails. The method may include determining first failure data associated with the failure of the first network component. The method may include providing an amount of second data and increasing the amount of second data until a second network component fail. The method may include determining second failure data associated with the failure of the second network component. The method may include generating synthetic data. The method may include providing the synthetic data such that one or more network components fail. The method may include determining third failure data associated with the failure of the network component and the synthetic data. The method may include generating the network parameters based at least in part on the third failure data.

    EXTREME VALIDATION FOR FAULT DETECTION

    公开(公告)号:US20250080395A1

    公开(公告)日:2025-03-06

    申请号:US18459693

    申请日:2023-09-01

    Inventor: Arpit Agarwal

    Abstract: A method may include accessing data associated with a failure of a 5G network component. The method may include providing the data associated with the failure of the 5G network component to a first machine learning model, configured to determine and output data indicating a root cause of the failure. The method may include providing data indicating the root cause of the failure to a second machine learning model, configured to determine and output data indicating one or more service providers and respective destinations associated with the root cause. The method may include generating a service ticket may include data indicating the root cause and the respective destinations associated with the root cause. The method may include transmitting the service ticket to the respective destinations of the one or more service providers associated with the root cause of the failure.

    AI-ASSISTED ADJUSTMENT OF A 5G NETWORK

    公开(公告)号:US20250081042A1

    公开(公告)日:2025-03-06

    申请号:US18460220

    申请日:2023-09-01

    Inventor: Arpit Agarwal

    Abstract: A method may include accessing event data corresponding to an event affecting a region covered by a 5G network including a plurality of network components. The method may include accessing user data corresponding to a user equipment within the region covered by the 5G network. The method may include generating, using a machine learning model, an expected network load. The method may include accessing, a dynamic threshold associated with the 5G network. The dynamic threshold may include one or more limits associated with the plurality of network components. The method may include determining that the expected network load will cause the 5G network to exceed at least one limit of the dynamic threshold. In response to determining that the expected network load will exceed the limit, the method may include generating a new network component in the 5G network based at least in part on the expected network load.

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