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:
Jun. 10, 2025

Filed:

Nov. 10, 2021
Applicant:

Transportation Ip Holdings, Llc, Norwalk, CT (US);

Inventor:

Naveenkumar Ramaiah, Bengaluru, IN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G10L 25/03 (2013.01); G06N 20/00 (2019.01); G06Q 10/1093 (2023.01); G06Q 10/20 (2023.01);
U.S. Cl.
CPC ...
G10L 25/03 (2013.01); G06N 20/00 (2019.01); G06Q 10/1093 (2013.01); G06Q 10/20 (2013.01);
Abstract

A method may include recording operation of equipment to create an audio file, extracting features from the audio file, inputting the extracted features into a machine learning model, and determining with the machine learning model a score indicative of the operation of the equipment. A system may include an audio sensor to record audio of operation of equipment and generate an audio file, and one or more processors. The one or more processors extract features from the audio file, input the extracted features into a machine learning model, and determine with the machine learning model a score indicative of the operation of the equipment.


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