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:
Aug. 04, 2026

Filed:

Mar. 22, 2023
Applicant:

Element Energy, Inc., Menlo Park, CA (US);

Inventors:

Chandan Gope, Cupertino, CA (US);

Kevin Yiwei Zhao, Cupertino, CA (US);

William Joseph Judge, Redwood City, CA (US);

Yoosok Saw, Mountain View, CA (US);

Assignee:

Element Energy Inc., Menlo Park, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01R 31/367 (2019.01); G01R 31/382 (2019.01); H02J 7/94 (2026.01);
U.S. Cl.
CPC ...
G01R 31/367 (2019.01); G01R 31/382 (2019.01); H02J 7/94 (2026.01);
Abstract

Battery system diagnostic data may be generated at battery node controllers in a battery system. A battery node controller may selectively couple a power bus with a battery node including one or more battery cells. An unsupervised machine learning model may be trained based on the battery system diagnostic data. Outlier values may be determined by applying the machine learning model to the battery node diagnostic data. A battery node may be identified as anomalous based on a comparison of a designated outlier value associated with the designated battery node with the plurality of outlier values. A battery node operation profile controlling operation of the designated battery node may be updated.


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