Invention Grant
- Patent Title: System and method for proactively healing a mainframe computer system
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Application No.: US16668587Application Date: 2019-10-30
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Publication No.: US10970187B2Publication Date: 2021-04-06
- Inventor: Laura Schornack
- Applicant: JPMorgan Chase Bank, N.A.
- Applicant Address: US NY New York
- Assignee: JPMorgan Chase Bank, N.A.
- Current Assignee: JPMorgan Chase Bank, N.A.
- Current Assignee Address: US NY New York
- Agency: Greenblum & Bernstein, P.L.C.
- Main IPC: G06F11/34
- IPC: G06F11/34 ; G06F9/54 ; G06N20/00

Abstract:
A system and method for generating a data set structured for recognition of time series data by a machine learning computer are provided. The method includes acquiring time series data, generating tensor units based on the time series data, and identifying a target tensor unit including a time of failure of a mainframe computer system. The method further includes generating tensor sets, in which at least one tensor set includes the target tensor unit. The generated tensor sets are then migrated to a machine learning computer for generating or updating of a computer model based on the time series data, the computer model recognizing a data pattern preceding the time of failure of the mainframe computer system. The computer model is then applied to data in a production environment for identifying a production data pattern corresponding to a data pattern recognized in the tensor sets.
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