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:
Jul. 16, 2024

Filed:

Jul. 29, 2021
Applicant:

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

Inventors:

Rohit Gupta, Santa Clara, CA (US);

Yanbing Wang, Nashville, TN (US);

Ziran Wang, San Jose, CA (US);

Kyungtae Han, Palo Alto, CA (US);

Prashant Tiwari, Santa Clara, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
B60W 30/16 (2020.01); G05B 13/02 (2006.01); G05B 13/04 (2006.01); G06Q 30/0201 (2023.01); G07C 5/00 (2006.01);
U.S. Cl.
CPC ...
B60W 30/16 (2013.01); G05B 13/0265 (2013.01); G05B 13/048 (2013.01); G06Q 30/0201 (2013.01); G07C 5/008 (2013.01); B60W 2520/10 (2013.01); B60W 2540/30 (2013.01); B60W 2552/05 (2020.02); B60W 2552/35 (2020.02); B60W 2552/40 (2020.02); B60W 2554/40 (2020.02); B60W 2554/802 (2020.02); B60W 2554/804 (2020.02); B60W 2555/20 (2020.02); B60W 2556/45 (2020.02);
Abstract

A vehicle includes a controller programed to: collect a set of data related to a driver of the vehicle; predict a driving setting for the driver using the set of data and an initial student-T process (STP) machine learning (ML) model; generate an updated STP ML model based on the prediction of the driving setting as to the set of vehicle data; transmit incremental learning related to the updated STP ML model to a server; and receive, from the server, a personalized driving setting for the driver output from a cloud STP ML model trained by the incremental learning.


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