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. 20, 2021

Filed:

Feb. 25, 2019
Applicant:

Toyota Research Institute, Inc., Los Altos, CA (US);

Inventors:

Muratahan Aykol, Santa Clara, CA (US);

Patrick K. Herring, Mountain View, CA (US);

Abraham Anapolsky, San Mateo, CA (US);

Assignee:

TOYOTA RESEARCH INSTITUTE, INC., Los Altos, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
B60L 58/18 (2019.01); G05B 13/04 (2006.01); G05B 13/02 (2006.01);
U.S. Cl.
CPC ...
B60L 58/18 (2019.02); G05B 13/0265 (2013.01); G05B 13/048 (2013.01); B60Y 2200/91 (2013.01); B60Y 2200/92 (2013.01);
Abstract

Systems, methods, and storage media for optimizing performance of a vehicle battery pack are disclosed. A method includes receiving data pertaining to cells within a battery pack installed in each vehicle of a fleet of vehicles, the data received from at least one of each vehicle, providing the data to a machine learning server, and directing the machine learning server to generate a predictive model. The predictive model is based on machine learning of the data. The method further includes providing the predictive model to each vehicle, the predictive model providing instructions for adjusting configuration parameters for each of the cells in the battery pack such that the battery pack is optimized for a particular use, and directing each vehicle to optimize performance of the vehicle battery pack based on the predictive model.


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