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:
May. 17, 2022

Filed:

Nov. 11, 2020
Applicant:

Denso International America, Inc., Southfield, MI (US);

Inventors:

Rajesh Kumar Malhan, Troy, MI (US);

Joseph Lull, South Haven, MI (US);

Wei Zhang, Novi, MI (US);

Assignee:

DENSO International America, Inc., Southfield, MI (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 3/04 (2006.01); B60W 40/09 (2012.01); B60W 50/00 (2006.01); G06F 40/40 (2020.01);
U.S. Cl.
CPC ...
G06N 3/088 (2013.01); B60W 40/09 (2013.01); B60W 50/0097 (2013.01); G06F 40/40 (2020.01); G06N 3/0445 (2013.01); G06N 3/0454 (2013.01); B60W 2420/42 (2013.01);
Abstract

A system for predicting and interpreting bad driving behavior of a vehicle includes a first edge computing device that can acquire spatial-temporal data for the vehicle from one or more sensors that are part of traffic infrastructure. The first edge computing device includes a processor and instructions executable by the processor that execute unsupervised deep learning methods on the data from the sensors to cluster the data into segments and integrate a language model with the deep learning method to output the bad driving behavior in a natural language. The instructions further include normalizing the data, processing the data with a first artificial neural network (ANN) to output a first vector, processing the clustered data segments with a second ANN to output a second vector, concatenating the vectors into a single vector, and processing the single vector with a third ANN to output a predicted bad driving behavior of the vehicle.


Find Patent Forward Citations

Loading…