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:
Oct. 14, 2025

Filed:

Apr. 15, 2024
Applicant:

Quanata, Llc, San Francisco, CA (US);

Inventor:

Kenneth Jason Sanchez, San Francisco, CA (US);

Assignee:

QUANATA, LLC, San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
B60W 40/08 (2012.01); A44C 9/00 (2006.01); B60W 50/00 (2006.01); B60W 50/14 (2020.01); G01S 19/42 (2010.01); G06N 5/04 (2023.01); G06N 20/00 (2019.01); H02J 7/00 (2006.01); H02J 7/02 (2016.01);
U.S. Cl.
CPC ...
B60W 40/08 (2013.01); A44C 9/0053 (2013.01); B60W 50/0097 (2013.01); B60W 50/14 (2013.01); G01S 19/42 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); H02J 7/00032 (2020.01); H02J 7/0042 (2013.01); H02J 7/0047 (2013.01); H02J 7/02 (2013.01); B60W 2040/0836 (2013.01); B60W 2040/0845 (2013.01); B60W 2040/0872 (2013.01); B60W 2540/221 (2020.02); B60W 2540/24 (2013.01); B60W 2540/26 (2013.01);
Abstract

A method for predicting risk exposure includes receiving a particular set of data acquired via a sensor. The method for predicting risk exposure further can include analyzing, via a machine learning (ML) model, the particular set of data. The analyzing can include determining that the particular set of data represents a particular light exposure pattern corresponding to a light exposure pattern correlated with a risk pattern. The ML model can be trained with a first set of data and a second set of data to identify a correlation between the light exposure pattern and the risk pattern. The method for predicting risk exposure also can include predicting a risk exposure for a user based on the particular set of data. The method for predicting risk exposure also can include providing a notice indicating the risk exposure.


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