US 12,235,715 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 Jan. 10, 2024, as Appl. No. 18/408,740.
Application 18/408,740 is a continuation of application No. 17/708,167, filed on Mar. 30, 2022, granted, now 11,914,457.
Prior Publication US 2024/0143426 A1, May 2, 2024
This patent is subject to a terminal disclaimer.
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;
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 a respective current state associated with each first subset of source devices;
determine a tier of the operational failure of the one or more component-level functions based on an overall effect of the operation failure on the computing environment; and
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.