Reinforcement and Model Learning for Vehicle Operation

Patent №

US 11,027,751

Granted

2021-06-08

Filed 2020

Owner

NISSAN NORTH AMERICA, INC.

+2 more

Lab

AI components

5

ml · nlp · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16757936

Methods and vehicles may be configured to gain experience in the form of state-action and/or action-observation histories for an operational scenario as the vehicle traverses a vehicle transportation network. The histories may be incorporated into a model in the form of learning to improve the model over time. The learning may be used to improve integration with human behavior. Driver feedback may be used in the learning examples to improve future performance and to integrate with human behavior. The learning may be used to create customized scenario solutions. The learning may be used to transfer a learned solution and apply the learned solution to a similar scenario.

Machine learningNatural languageKnowledge representationPlanningAI hardwareB60W 60/0025B60W 60/0011G01C 21/3407G05D 1/0088G05D 1/0221G08G 1/166B60W 2540/00B60W 2556/10

AI classification

Planning1.00
Machine learning1.00
AI hardware1.00
Natural language0.98
Knowledge representation0.82
Vision0.34
Speech0.34
Evolutionary computation0.01

Ownership

NISSAN NORTH AMERICA, INC.

assignment · 524600230

THE UNIVERSITY OF MASSACHUSETTS

assignment · 524600287

RENAULT S.A.S.

assignment · 524600609

Assignors

ZILBERSTEIN, SHLOMO

On an employer assignment, the assignors are typically the inventors.

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