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. 12, 2022

Filed:

Sep. 10, 2020
Applicant:

Volkswagen Aktiengesellschaft, Wolfsburg, DE;

Inventors:

Melanie Senn, Mountain View, CA (US);

Gianina Alina Negoita, Belmont, CA (US);

Nasim Souly, San Mateo, CA (US);

Vedran Glavas, Wolfsburg, DE;

Julian Wegener, Wolfsburg, DE;

Prateek Agrawal, San Jose, CA (US);

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G01R 31/367 (2019.01); G01R 31/378 (2019.01); G06N 7/00 (2006.01); G06N 3/04 (2006.01); H01M 10/0525 (2010.01);
U.S. Cl.
CPC ...
G01R 31/367 (2019.01); G01R 31/378 (2019.01); G06N 3/0454 (2013.01); G06N 7/005 (2013.01); H01M 10/0525 (2013.01);
Abstract

A method, apparatus, system for batter material screening is disclosed. First, microstructure generation parameters for a plurality of microstructures are received, where the microstructure generation parameters include microstructure characteristics. Microstructure statistics are generated using a first artificial intelligence ('AI') model, where the received microstructure generation parameters are inputs for the first AI model. Microstructure properties are predicted using a second AI model for the microstructures based on the generated microstructure statistics, the received microstructure generation parameters, and battery cell characteristics. It is determined whether at least one of the microstructures is within a predefined energy profile range based on the predicted microstructure properties.


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