The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Apr. 12, 2022

Filed:

Jun. 30, 2017
Applicant:

Kyndryl, Inc., New York, NY (US);

Inventors:

Chen Ch Bi, Dalian, CN;

Ea-Ee Jan, Ardsley, NY (US);

Ye Wy Wang, Beijing, CN;

Xiang Zhang, Beijing, CN;

Assignee:

Kyndryl, Inc., New York, NY (US);

Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 11/07 (2006.01); G06F 11/30 (2006.01);
U.S. Cl.
CPC ...
G06F 11/0793 (2013.01); G06F 11/079 (2013.01); G06F 11/30 (2013.01); G06N 20/00 (2019.01); G06F 11/0766 (2013.01); G06F 11/302 (2013.01); G06F 11/3024 (2013.01); G06F 11/3027 (2013.01); G06F 11/3034 (2013.01); G06F 11/3037 (2013.01); G06F 11/3041 (2013.01); G06F 11/3072 (2013.01);
Abstract

A method and system for improving an automated hardware apparatus failure prediction system is provided. The method includes automatically retrieving operational data associated with operation of a hardware device being monitored for potential failure. Differing time frame software windows associated with observing operational data and hardware device are determined and the operational data is analyzed. In response, an apparatus malfunction prediction software application and a component prediction software application is generated. Features associated with execution of the software applications are generated and a first group of features are added to software code of the apparatus malfunction prediction software application. A second group of features are additionally added to software code of the component prediction software application.


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