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:
Apr. 28, 2026

Filed:

Mar. 09, 2023
Applicant:

The Boeing Company, Arlington, VA (US);

Inventors:

Chaitanya Pavan Kumar Aripirala, Bangalore, IN;

Veeresh Kumar Masaru Narasimhulu, Bangalore, IN;

Satyendra Yadav, Lone Tree, CO (US);

Assignee:

The Boeing Company, Arlington, VA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 7/00 (2006.01); G06F 16/00 (2019.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01);
Abstract

A method and system for predicting a fuel consumption of an aircraft is disclosed. First, a centralized machine learning model is built and trained using available public data. A version of the centralized model is then sent to one or more edge computing devices controlled by entities that own aircraft, and they input their proprietary data into the version of the centralized model they receive. The received version of the centralized model is trained using the proprietary data and a neural network gain for the centralized machine learning model is determined based on a weighted average of edge neural network gains from the edge computing devices. This neural network gain is used to further train the centralized model to give a more accurate prediction of the fuel consumption without the centralized machine learning model actually ever receiving and being trained with the proprietary data of the airlines and other entities.


Find Patent Forward Citations

Aripirala, Chaitanya Pavan Kumar. (2026). Method and system for predicting fuel consumption for a flight of an aircraft (U.S. Patent No. 12614074). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12614074

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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