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:
Feb. 20, 2024

Filed:

Feb. 01, 2022
Applicant:

Hrl Laboratories, Llc, Malibu, CA (US);

Inventors:

Praveen K. Pilly, West Hills, CA (US);

Nicholas A. Ketz, Topanga, CA (US);

Michael D. Howard, Westlake Village, CA (US);

Assignee:

HRL LABORATORIES, LLC, Malibu, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
B60W 60/00 (2020.01); B60W 40/08 (2012.01); G06N 20/00 (2019.01); G06F 30/20 (2020.01); G06F 18/214 (2023.01); G06F 18/21 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/2148 (2023.01); G06F 18/2185 (2023.01); G06F 30/20 (2020.01);
Abstract

Described is a system for improving generalization of an agent, such as an autonomous vehicle, to unanticipated environmental changes. A set of concepts from the agent's experiences of an environment are extracted and consolidated into an episodic world model. Using the episodic world model, a dream sequence of prospective simulations, based on a selected set of concepts and constrained by the environment's semantics and dynamics, is generated. The dream sequence is converted into a sensor data format, which is used for augmented training of the agent to operate in the environment with improved generalization to unanticipated changes in the environment.


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