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:
Nov. 09, 2021

Filed:

Apr. 15, 2019
Applicants:

Toyota Motor Engineering & Manufacturing North America, Inc., Plano, TX (US);

University of Connecticut, Farmington, CT (US);

Inventors:

Ali M. Bazzi, South Windsor, CT (US);

Lingyi Zhang, Willington, CT (US);

Weiqiang Chen, Willington, CT (US);

Krishna Pattipati, Storrs, CT (US);

Donald McMenemy, Willington, CT (US);

Shailesh Joshi, Ann Arbor, MI (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 11/34 (2006.01); G06N 20/00 (2019.01); G06F 11/07 (2006.01); G05B 23/02 (2006.01);
U.S. Cl.
CPC ...
G06F 11/3452 (2013.01); G05B 23/0232 (2013.01); G06F 11/076 (2013.01); G06N 20/00 (2019.01);
Abstract

To predict a failure condition in a power module of a vehicle, it is determined whether a discontinuity in statistical data characterizing physical measurements of the power module meets a threshold criterion. Responsive to the discontinuity meeting the threshold criterion, a data offset in the physical measurements is computed at the discontinuity. A shift correction is applied to the physical measurements in accordance with the computed data offset responsive to a determination that the discontinuity is attributable to a restart of the power module. Other statistical data characterizing the shift-corrected physical measurements are computed and the statistical data and the other statistical data are provided to a machine learning processor that predicts the failure condition in the power module.


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