Abstract: Systems and methods provide for managing faulting network devices. A first network device can receive an error. The first network device can generate one or more frames including data indicative of the error. The first network device can broadcast the one or more frames to one or more neighboring network devices. It may be determined that the first network device is inaccessible. The first data can be retrieved and presented from a second network device among the one or more neighboring network devices. In some embodiments, a network management system can utilize the first data to generate a machine learning model that classifies whether network devices are instances of network devices designated for a Return Merchandise Authorization (RMA) process. In some embodiments, the network management system can apply the first data to a machine learning classifier to determine whether to initiate the RMA process for the first network device.

Abstract: Systems and methods provide for managing faulting network devices. A first network device can receive an error. The first network device can generate one or more frames including data indicative of the error. The first network device can broadcast the one or more frames to one or more neighboring network devices. It may be determined that the first network device is inaccessible. The first data can be retrieved and presented from a second network device among the one or more neighboring network devices. In some embodiments, a network management system can utilize the first data to generate a machine learning model that classifies whether network devices are instances of network devices designated for a Return Merchandise Authorization (RMA) process. In some embodiments, the network management system can apply the first data to a machine learning classifier to determine whether to initiate the RMA process for the first network device.

Abstract: Systems and methods provide for managing faulting network devices. A first network device can receive an error. The first network device can generate one or more frames including data indicative of the error. The first network device can broadcast the one or more frames to one or more neighboring network devices. It may be determined that the first network device is inaccessible. The first data can be retrieved and presented from a second network device among the one or more neighboring network devices. In some embodiments, a network management system can utilize the first data to generate a machine learning model that classifies whether network devices are instances of network devices designated for a Return Merchandise Authorization (RMA) process. In some embodiments, the network management system can apply the first data to a machine learning classifier to determine whether to initiate the RMA process for the first network device.

Abstract: Systems and methods provide for managing faulting network devices. A first network device can receive an error. The first network device can generate one or more frames including data indicative of the error. The first network device can broadcast the one or more frames to one or more neighboring network devices. It may be determined that the first network device is inaccessible. The first data can be retrieved and presented from a second network device among the one or more neighboring network devices. In some embodiments, a network management system can utilize the first data to generate a machine learning model that classifies whether network devices are instances of network devices designated for a Return Merchandise Authorization (RMA) process. In some embodiments, the network management system can apply the first data to a machine learning classifier to determine whether to initiate the RMA process for the first network device.

Abstract: A method and apparatus for providing security of an electronic apparatus are provided. The method includes identifying an environment of a client to be provided with a cloud service from at least one cloud server, determining one of an address size and an address range of a memory of the client used to execute a cloud process of the cloud service, and executing the cloud process, determining and storing a process state of the cloud process in response to the executing the cloud process in the memory, monitoring the cloud process accessing the at least one cloud server, and preventing an unauthorized access according to a result of the monitoring.

Abstract: A method and apparatus for providing security of an electronic apparatus are provided. The method includes identifying an environment of a client to be provided with a cloud service from at least one cloud server, determining one of an address size and an address range of a memory of the client used to execute a cloud process of the cloud service, and executing the cloud process, determining and storing a process state of the cloud process in response to the executing the cloud process in the memory, monitoring the cloud process accessing the at least one cloud server, and preventing an unauthorized access according to a result of the monitoring.

Abstract: A method and apparatus for providing security of an electronic apparatus are provided. The method includes identifying an environment of a client to be provided with a cloud service from at least one cloud server, determining one of an address size and an address range of a memory of the client used to execute a cloud process of the cloud service, and executing the cloud process, determining and storing a process state of the cloud process in response to the executing the cloud process in the memory, monitoring the cloud process accessing the at least one cloud server, and preventing an unauthorized access according to a result of the monitoring.

Abstract: A method and apparatus for providing security of an electronic apparatus are provided. The method includes identifying an environment of a client to be provided with a cloud service from at least one cloud server, determining one of an address size and an address range of a memory of the client used to execute a cloud process of the cloud service, and executing the cloud process, determining and storing a process state of the cloud process in response to the executing the cloud process in the memory, monitoring the cloud process accessing the at least one cloud server, and preventing an unauthorized access according to a result of the monitoring.