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:
Jul. 21, 2026

Filed:

Aug. 22, 2024
Applicant:

Cambridge Mobile Telematics Inc., Cambridge, MA (US);

Inventors:

Cornelius F. Young, Needham, MA (US);

Burak Erem, Needham, MA (US);

István Madarász, Budapest, HU;

Christine Huang, Quincy, MA (US);

Assignee:

Cambridge Mobile Telematics Inc., Cambridge, MA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
B60R 21/0132 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
B60R 21/0132 (2013.01); G06N 20/00 (2019.01); B60R 2021/01322 (2013.01);
Abstract

Techniques for using machine learning-based continuous monitoring to improve crash detection and response system accuracy are provided. In examples, a driving event is detected as it occurs at a first time from driving data collected by a plurality of sensors of a mobile device disposed in a vehicle during a trip. After a second time, a crash prediction model is executed on driving data leading up to the second time to generate a first crash classification. In response to determining that the first crash classification meets first criterion, an escalation action sequence is initiated based on a severity of the crash prediction. After a third time, the crash model is executed on driving data leading up to the third time to generate a second classification, from which it is determined whether to terminate the escalation action sequence prior to an automatic execution of an action.


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