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:
Dec. 05, 2023

Filed:

Jul. 28, 2020
Applicants:

Kasra Rezaee, Kitchener, CA;

Peyman Yadmellat, North York, CA;

Inventors:

Kasra Rezaee, Kitchener, CA;

Peyman Yadmellat, North York, CA;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G01C 22/00 (2006.01); G05D 1/00 (2006.01); G05D 1/02 (2020.01); G06N 3/08 (2023.01); G05B 13/02 (2006.01); B60W 60/00 (2020.01); G06F 11/30 (2006.01); G06N 3/047 (2023.01);
U.S. Cl.
CPC ...
G05D 1/0221 (2013.01); B60W 60/0011 (2020.02); G05B 13/027 (2013.01); G06F 11/3089 (2013.01); G06N 3/047 (2023.01); G06N 3/08 (2013.01); G06F 11/3013 (2013.01);
Abstract

Methods and systems for training a motion planner for an autonomous vehicle are described. A trajectory evaluator agent of the motion planner receives state data defining a current state of the autonomous vehicle and an environment at a current time step. Based on the current state, a trajectory is selected. A reward is calculated based on performance of the selected trajectory in the current state. State data is received for a next state of the autonomous vehicle and the environment at a next time step. Parameters of the trajectory evaluator agent are updated based on the current state, selected trajectory, computed reward and next state. The parameters of the trajectory evaluator agent are updated to assign an evaluation value for the selected trajectory that reflects the calculated reward and expected performance of the selected trajectory in the future states.


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