INTEGRATED FRAMEWORK FOR VEHICLE OPERATOR ASSISTANCE BASED ON A TRAJECTORY PREDICTION AND THREAT ASSESSMENT

Patent №

US 8,744,648

Granted

2014-06-03

Filed 2013

Owner

MASSACHUSETTS INSTITUTE OF TECHNOLOGY

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13859203

Various types and levels of operator assistance are performed within a unified, configurable framework. A model of the device with a model of the environment and the current state of the device and the environment are used to iteratively generate a sequence of optimal device control inputs that, when applied to a model of the device, generate an optimal device trajectory through a constraint-bounded corridor or region within the state space. This optimal trajectory and the sequence of device control inputs that generates it is used to generate a threat assessment metric. An appropriate type and level of operator assistance is generated based on this threat assessment. Operator assistance modes include warnings, decision support, operator feedback, vehicle stability control, and autonomous or semi-autonomous hazard avoidance. The responses generated by each assistance mode are mutually consistent because they are generated using the same optimal trajectory.

Machine learningKnowledge representationPlanningEvolutionary computationAI hardwareG05D 1/0088B60W 30/09B60W 50/0098B60W 50/10G05D 1/00G08G 1/165G08G 1/166

AI classification

Planning1.00
Knowledge representation1.00
Machine learning1.00
AI hardware0.99
Evolutionary computation0.98
Vision0.08
Speech0.00
Natural language0.00

Ownership

MASSACHUSETTS INSTITUTE OF TECHNOLOGY

assignment · 306990183

Assignors

ANDERSON, STERLING J., PETERS, STEVEN C., IAGNEMMA, KARL D.

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

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