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:
Aug. 05, 2025

Filed:

Jun. 07, 2024
Applicant:

Aspinity, Inc., Pittsburgh, PA (US);

Inventors:

Matthew Zeleznik, Pittsburgh, PA (US);

Madhumita Harish, Pittsburgh, PA (US);

Brandon David Rumberg, Pittsburgh, PA (US);

Thomas Doyle, Laguna Niguel, CA (US);

Glen Edward Clark, Wexford, PA (US);

Lorenzo Ponzanelli, Bedford, MA (US);

Assignee:

ASPINITY, INC., Pittsburgh, PA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
B60R 21/013 (2006.01); G06F 21/32 (2013.01); G06V 20/56 (2022.01); B60R 21/01 (2006.01); B60W 50/00 (2006.01);
U.S. Cl.
CPC ...
B60R 21/013 (2013.01); G06F 21/32 (2013.01); G06V 20/56 (2022.01); B60R 2021/01013 (2013.01); B60W 2050/0003 (2013.01);
Abstract

Provided is an analog-based machine learning apparatus and method that enables low-power sensing and smarter determinations on a vehicle. As an example, the method may include storing a machine learning model and configuration data for an analog processor in a storage device of a digital processor in a vehicle, receiving, via the analog processor, sensor data from one or more hardware sensors that are communicably coupled to the analog processor, extracting features from the sensor data, determining an event that occurred based on the configuration data and execution of a machine learning model on the extracted features of the sensor data, and storing an identifier of the event in the storage device.


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