US 11,914,457 B2
System for early detection of operational failure in component-level functions within a computing environment
Ashok Kumar, Hyderabad (IN); Narsing Raj, Hyderabad (IN); and Venkata Lakshmi Sai Siva Kumar Devulapalli, Hyderabad (IN)
Assigned to BANK OF AMERICA CORPORATION, Charlotte, NC (US)
Filed by BANK OF AMERICA CORPORATION, Charlotte, NC (US)
Filed on Mar. 30, 2022, as Appl. No. 17/708,167.
Prior Publication US 2023/0315553 A1, Oct. 5, 2023
Int. Cl. G06F 11/00 (2006.01); G06F 11/07 (2006.01)
CPC G06F 11/0751 (2013.01) [G06F 11/0721 (2013.01); G06F 11/0787 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A system for early detection of operational failure in component-level functions within a computing environment, the system comprising:
at least one non-transitory storage device; and
at least one processor coupled to the at least one non-transitory storage device, wherein the at least one processor is configured 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.