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Hyundai Motor Company Patent for Dry Electrode Mixture Diagnosis

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Published March 24th, 2026
Detected March 24th, 2026
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Summary

The USPTO has granted Hyundai Motor Company a patent (US12584964B2) for a system to diagnose dry electrode mixtures using deep learning models. The patent filing date was June 9, 2023, and the grant date is March 24, 2026. This innovation aims to improve the manufacturing process of battery components.

What changed

The United States Patent and Trademark Office (USPTO) has issued patent US12584964B2 to Hyundai Motor Company for a novel system designed to diagnose dry electrode mixtures. The patented method involves manufacturing the mixture, inputting its feature values into a deep learning model, and then acquiring optimal manufacturing conditions based on these inputs. The patent was filed on June 9, 2023, and granted on March 24, 2026.

This patent grant is primarily an informational event, signifying an intellectual property protection for Hyundai's technological advancement in battery manufacturing. It does not impose new regulatory obligations on other entities. However, companies involved in battery production, particularly those utilizing advanced manufacturing techniques and AI for quality control, may wish to review the patent details to understand the competitive landscape and potential technological advancements in the field.

Source document (simplified)

← USPTO Patent Grants

System for diagnosing dry electrode mixture

Grant US12584964B2 Kind: B2 Mar 24, 2026

Assignee

HYUNDAI MOTOR COMPANY

Inventors

Hyun Jin Kim, Han Nah Song

Abstract

A method of diagnosing a dry electrode mixture includes manufacturing the dry electrode mixture, inputting a feature value of the manufactured dry electrode mixture to a deep learning model, and acquiring a manufacturing condition of the dry electrode mixture from the deep learning model by input of the feature value.

CPC Classifications

G01R 31/367 G01R 31/389 G01R 31/3865 G01N 11/02 G01N 33/0091 G01N 27/04 G01N 2011/0033 H01M 4/0435 H01M 4/623 H01M 10/0525 H01M 4/13 H01M 10/052 H01M 4/04 H01M 4/139 G06N 3/04 G06N 3/08

Filing Date

2023-06-09

Application No.

18207890

Claims

16

View original document →

Named provisions

System for diagnosing dry electrode mixture

Classification

Agency
USPTO
Published
March 24th, 2026
Instrument
Notice
Legal weight
Non-binding
Stage
Final
Change scope
Minor
Document ID
US12584964B2

Who this affects

Applies to
Drug manufacturers
Industry sector
3254 Pharmaceutical Manufacturing
Activity scope
Manufacturing
Geographic scope
United States US

Taxonomy

Primary area
Pharmaceuticals
Operational domain
Research & Development
Topics
Artificial Intelligence Manufacturing

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