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.
Patent No.:
Date of Patent:
Jan. 06, 2026
Filed:
Apr. 20, 2021
Applicants:
Deere & Company, Moline, IL (US);
Iowa State University Research Foundation, Inc., Ames, IA (US);
Inventors:
Shawn A. Kenny, Ames, IA (US);
Jeffrey S. Sidon, Des Moines, IA (US);
Sriram Krishnaswamy, Plano, TX (US);
Mohammad Kazem Sadoughi, Houston, TX (US);
Hao Lu, Ames, IA (US);
Chao Hu, Ames, IA (US);
Assignees:
Deere & Company, Moline, IL (US);
Iowa State University Research Foundation, Inc., Ames, IA (US);
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G01M 13/045 (2019.01); F16C 19/52 (2006.01); G06N 3/04 (2023.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G01M 13/045 (2013.01); F16C 19/527 (2013.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); F16C 2233/00 (2013.01);
Abstract
Systems and methods are provided for fault detection in a component of a machine during operation. Vibration data is acquired based on a vibration signal output from a sensor associated with the component. The vibration data is analyzed with at least two machine learning models to predict a condition of the component.