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:
Jan. 25, 2022

Filed:

Feb. 17, 2020
Applicant:

Accenture Global Solutions Limited, Dublin, IE;

Inventors:

Zaid Tashman, San Francisco, CA (US);

Paul Hofmann, San Jose, CA (US);

Teresa Sheausan Tung, Tustin, CA (US);

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 7/00 (2006.01); G06N 20/00 (2019.01); G06N 20/20 (2019.01); G05B 23/02 (2006.01); G06N 20/10 (2019.01); G06N 5/00 (2006.01); G06N 3/04 (2006.01);
U.S. Cl.
CPC ...
G06N 7/005 (2013.01); G05B 23/024 (2013.01); G05B 23/0283 (2013.01); G06N 20/00 (2019.01); G06N 20/20 (2019.01); G06N 3/0445 (2013.01); G06N 5/003 (2013.01); G06N 20/10 (2019.01);
Abstract

A system receives sensor data from sensing parameters of a piece of factory equipment. The system includes a first model to generate predicted degradation states of the piece of factory equipment by being trained to generate a stochastic degradation model for classification of the predicted degradation states of a particular asset. The system includes a second model to which the predicted degradation states are provided. The second model trained to generate a covariate indicative of a failure condition of the piece of factory equipment. The system may supply the covariate to the first model to generate predicted degradation states compensated with the covariate. From the predicted degradation states compensated with the covariate a policy of a maintenance action may be generated with the system to optimize life expectancy of the piece of factory equipment. The system may adjust operation of the piece of factory equipment based on the maintenance action.


Find Patent Forward Citations

Loading…