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. 14, 2026

Filed:

Sep. 24, 2025
Applicant:

Manufacturing Resources International, Inc., Alpharetta, GA (US);

Inventors:

William Dunn, Alpharetta, GA (US);

Mike Brown, Cumming, GA (US);

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G09G 3/00 (2006.01); G01N 33/00 (2006.01); G01R 31/28 (2006.01); G01R 31/52 (2020.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G09G 3/006 (2013.01); G01N 33/0063 (2013.01); G06N 3/08 (2013.01); G01R 31/2805 (2013.01); G01R 31/2829 (2013.01); G01R 31/2853 (2013.01); G01R 31/2884 (2013.01); G01R 31/52 (2020.01); G09G 2330/12 (2013.01);
Abstract

Systems and methods for automated, artificial intelligence ('AI') based monitoring of, and alerting for, digital out of home display units are disclosed. The display units are installed at various geographic locations and each include a display subassembly connected to a structural subassembly, sensors for measuring conditions, airflow pathways with fans, and electronics for operation and control. A monitoring subsystem receives data from the display units, including sensor and operational status data, tags the data with a unique identifier, and analyzes the data using an AI model to identify if the data indicates that any of the display units are experiencing abnormal conditions or maintenance needs. The AI model is trained on historical data including sensor and operational status data from same or different display units tagged as normal or abnormal. The monitoring subsystem generates an alert and electronic service request for the abnormal conditions and maintenance needs.


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