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:
Feb. 14, 2017

Filed:

Feb. 13, 2016
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Arun Hampapur, Norwalk, CT (US);

Hongfei Li, Briarcliff Manor, NY (US);

Zhiguo Li, Yorktown Heights, NY (US);

Yada Zhu, White Plains, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G06F 11/07 (2006.01); G06N 7/00 (2006.01); G06N 99/00 (2010.01);
U.S. Cl.
CPC ...
G06F 11/079 (2013.01); G06F 11/0709 (2013.01); G06F 11/0751 (2013.01); G06F 11/0787 (2013.01); G06N 7/005 (2013.01); G06N 99/005 (2013.01);
Abstract

A hierarchical multi-stage model of asset failure risk for complex heterogeneously distributed physical assets is built. The hierarchical multi-stage model considers heterogeneity of failure patterns for the assets. At least one data stream is analyzed to determine whether the hierarchical multi-stage model needs to be updated due to a change in the failure patterns. If the analysis indicates that the hierarchical multi-stage model needs to be updated, the hierarchical multi-stage model is dynamically updated to obtain an updated hierarchical multi-stage model.


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