Patent ID: 11914457
Assignee: BANK OF AMERICA CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 8:
9. A computer program product for early detection of operational failure in component-level functions within a computing environment, the computer program product comprising a non-transitory computer-readable medium comprising code causing a first apparatus to:
electronically receive, from one or more source devices, log data;
analyze, using a machine learning subsystem, the log data for indications of operational failure of one or more component-level functions associated with the one or more source devices, wherein analyzing further comprises:
determining, using a trained machine learning model, a likelihood that a first subset of the log data is associated with operational failure of one or more component-level functions; and
determining that the likelihood that the first subset of the log data is associated with the operational failure of one or more component-level functions is greater than a predetermined threshold;

determine that the first subset of the log data reflects a current state of a first subset of source devices;
determine that the first subset of source devices is likely to experience the operational failure of one or more component-level functions based on at least their current state;
determine a tier of the operational failure of the one or more component-level functions based on their overall effect on the computing environment;
generate a notification indicating that the first subset of source devices is likely to experience the operational failure of one or more component-level functions and the tier of the operational failure of the one or more component-level functions; and
transmit control signals configured to cause an administrator device associated with the first subset of source devices to display the notification.