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. 17, 2023

Filed:

Feb. 25, 2019
Applicant:

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

Inventors:

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

Muratahan Aykol, Santa Clara, CA (US);

Abraham Anapolsky, San Mateo, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01R 31/367 (2019.01); G07C 5/08 (2006.01); G07C 5/00 (2006.01); G01R 31/382 (2019.01); H01M 10/42 (2006.01); G01R 31/396 (2019.01);
U.S. Cl.
CPC ...
G01R 31/367 (2019.01); G01R 31/382 (2019.01); G01R 31/396 (2019.01); G07C 5/008 (2013.01); G07C 5/0816 (2013.01); H01M 10/425 (2013.01); H01M 2010/4271 (2013.01); H01M 2220/20 (2013.01);
Abstract

Systems, methods, and storage media for generating a predicted discharge profile of a vehicle battery pack are disclosed. A method includes receiving, by a processing device, data pertaining to cells within a battery pack installed in each vehicle of a fleet of vehicles operating under a plurality of conditions, the data received from at least one of each vehicle in the fleet of vehicles, providing, by the processing device, the data to a machine learning server, directing, by the processing device, the machine learning server to generate a predictive model, the predictive model based on machine learning of the data, generating, by the processing device, the predicted discharge profile of the vehicle battery pack from the predictive model, and providing the discharge profile to an external device.


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