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:
Oct. 10, 2023

Filed:

Aug. 20, 2020
Applicant:

The Goodyear Tire & Rubber Company, Akron, OH (US);

Inventors:

Kanwar Bharat Singh, Lorenztweiler, LU;

Mustafa Ali Arat, Ettelbruck, LU;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
B60C 11/24 (2006.01); B60C 19/00 (2006.01); B60C 23/04 (2006.01); H04L 12/40 (2006.01); G06N 20/10 (2019.01);
U.S. Cl.
CPC ...
B60C 11/246 (2013.01); B60C 11/243 (2013.01); B60C 19/00 (2013.01); B60C 23/0408 (2013.01); H04L 12/40 (2013.01); B60C 2019/004 (2013.01); H04L 2012/40273 (2013.01);
Abstract

A method for extracting changes in characteristics of a tire supporting a vehicle is provided. The method includes extracting selected tire characteristics from at least one sensor mounted on the tire. The selected tire characteristics are transmitted to a remote processor and are stored in a historical data log that is in communication with the remote processor. At least one tire characteristic of interest is selected, and a time series decomposition model is applied to data from the historical data log to delineate exogenous inputs from an underlying trend in the selected tire characteristic of interest. A learning model is applied to the underlying trend in the selected tire characteristic of interest to model a relationship between the selected tire characteristic of interest and a condition of the tire. A prediction value for a condition of the tire is output from the learning model.


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