Abstract: A device may receive user device application performance logs, radio access network (RAN) performance logs, and multi-access edge computing (MEC) compute logs, and may train a machine learning model with the user device application performance logs, the RAN performance logs, and the MEC compute logs. The device may identify application capacity requirements and MEC compute requirements associated with images of RAN coverage areas of RANs, and may generate labeled and normalized images of RAN coverage areas. The device may receive real time MEC compute data, RAN performance data, and user device application data, and may identify one of the labeled and normalized images of the RAN coverage areas that matches a RAN coverage area of a particular RAN. The device may predict an application capacity and MEC compute requirements for the particular RAN, and may perform one or more actions based on the application capacity and the MEC compute requirements.

Abstract: A device may be configured to determine a current state of each of multiple operator network devices that provide a service via an operator network. The device may determine an allowable event at an operator network device based on the current state of the operator network device and model information that models behavior of the operator network device for the service. The device may monitor events at the operator network devices during a session. The device may detect that an allowable event for the operator network device does not occur during the session. The device may determine that a fault occurred at the operator network device during the session based on the allowable event not being detected at the operator network device. The device may provide fault information that indicates the fault occurred at the operator network device.

Abstract: A device may be configured to determine a current state of each of multiple operator network devices that provide a service via an operator network. The device may determine an allowable event at an operator network device based on the current state of the operator network device and model information that models behavior of the operator network device for the service. The device may monitor events at the operator network devices during a session. The device may detect that an allowable event for the operator network device does not occur during the session. The device may determine that a fault occurred at the operator network device during the session based on the allowable event not being detected at the operator network device. The device may provide fault information that indicates the fault occurred at the operator network device.