Abstract: A processing system including at least one processor may detect an outage associated with at least one network element, apply at least one attribute of the at least one network element as at least a first input of a plurality of inputs to a machine learning model that is implemented by the processing system to obtain an output of the machine learning model indicative of an alarm smoothing interval, and present, in accordance with the alarm smoothing interval, an alarm indicative of the outage associated with the at least one network element.

Abstract: A processing system including at least one processor may detect an outage associated with at least one network element, apply at least one attribute of the at least one network element as at least a first input of a plurality of inputs to a machine learning model that is implemented by the processing system to obtain an output of the machine learning model indicative of an alarm smoothing interval, and present, in accordance with the alarm smoothing interval, an alarm indicative of the outage associated with the at least one network element.

Abstract: A service level agreement management service can include a computer that can obtain network data that relates to a service. The network data can represent a service level agreement associated with the service. The computer can create a failure data set and an inventory data set that can be bound to one another to obtain an intermediate data set. A data partition of the intermediate data set can be selected based on a failure root cause. A failure estimator that estimates a probability of failure over time for the service due to the failure root cause can be determined, and a best-fit probability distribution can be identified. A failure model that represents failures over time for the service due to the failure root cause can be output, and the computer can determine if the service level agreement should be updated.

Abstract: A service level agreement management service can include a computer that can obtain network data that relates to a service. The network data can represent a service level agreement associated with the service. The computer can create a failure data set and an inventory data set that can be bound to one another to obtain an intermediate data set. A data partition of the intermediate data set can be selected based on a failure root cause. A failure estimator that estimates a probability of failure over time for the service due to the failure root cause can be determined, and a best-fit probability distribution can be identified. A failure model that represents failures over time for the service due to the failure root cause can be output, and the computer can determine if the service level agreement should be updated.