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:
Jan. 20, 2026

Filed:

Sep. 16, 2022
Applicant:

Project44, Llc, Chicago, IL (US);

Inventors:

Matthew George Dzugan, Forest Park, IL (US);

Asha Anju, Los Altos, CA (US);

Assignee:

PROJECT44, LLC, Chicago, IL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 10/04 (2023.01); G06N 20/20 (2019.01); G06Q 10/083 (2024.01); G06Q 10/0835 (2023.01);
U.S. Cl.
CPC ...
G06Q 10/04 (2013.01); G06N 20/20 (2019.01); G06Q 10/08355 (2013.01);
Abstract

Systems, methods, and computer-readable medium storing instructions for using a machine learning to predict dwell times for shipments along routes are described herein. The method, system, or instructions may include training the machine learning model using training data, storing the machine learning model in a memory, accessing route data of a shipment of interest, analyzing the route data using the machine learning model, and, based on the analyzing of the route data, outputting a predicted dwell time at a stop of the shipment of interest.


Find Patent Forward Citations

Dzugan, Matthew. (2026). Machine learning technologies for predicting dwell time (U.S. Patent No. 12530635). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12530635

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

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