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:
Nov. 03, 2026

Filed:

Feb. 20, 2023
Applicant:

The Boeing Company, Arlington, VA (US);

Inventor:

Trevor J. Bergstrom, Seattle, WA (US);

Assignee:

The Boeing Company, Arlington, VA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G08G 5/30 (2025.01);
U.S. Cl.
CPC ...
G08G 5/30 (2025.01);
Abstract

The present disclosure provides techniques for machine learning-based anomaly prediction. A set of flight data for a flight of an aircraft is accessed, and an embedding is generated by processing the set of flight data using an autoencoder machine learning model. A reconstruction error is generated based on the embedding using the autoencoder machine learning model. An anomaly measure is generated for the set of flight data by processing the embedding and the reconstruction error using an anomaly machine learning model. In response to determining that the anomaly measure satisfies one or more criteria, an alert is output.


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Bergstrom, Trevor. (2026). Machine learning for predictive in-flight alerts (U.S. Patent No. 12783919). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12783919

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