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. 06, 2026

Filed:

Nov. 08, 2023
Applicant:

Lodestar Licensing Group Llc, Evanston, IL (US);

Inventors:

Poorna Kale, Folsom, CA (US);

Robert Richard Noel Bielby, Placerville, CA (US);

Assignee:
Attorney:
Int. Cl.
CPC ...
G07C 5/00 (2006.01); B60Q 9/00 (2006.01); F16H 57/01 (2012.01); G06N 3/08 (2023.01); G07C 5/08 (2006.01); G05D 1/00 (2006.01);
U.S. Cl.
CPC ...
G07C 5/006 (2013.01); B60Q 9/00 (2013.01); F16H 57/01 (2013.01); G06N 3/08 (2013.01); G07C 5/008 (2013.01); G07C 5/0808 (2013.01); G07C 5/085 (2013.01); F16H 2057/012 (2013.01); G05D 1/021 (2013.01);
Abstract

Systems, methods and apparatuses of predictive maintenance of automotive transmission of vehicles. For example, the transmission has at least one sensor to measure a temperature in transmission fluid, the torque applied on a shaft of the transmission, a vibration sensor, and/or a microphone. During a period in which the vehicle is assumed to be operating normally, the sensor data generated by the transmission sensor(s) is used to train an artificial neural network to recognize the normal patterns in the sensor data. Subsequently, the trained artificial neural network is used to determine whether the current sensor data from the transmission sensor(s) are abnormal. A maintenance alert can be generated for the vehicle in response to a determination that the operations of the transmission are abnormal according to the artificial neural network and the current sensor data.


Find Patent Forward Citations

Kale, Poorna. (2026). Predictive maintenance of automotive transmission (U.S. Patent No. 12518570). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12518570

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

Loading…