METHODS AND APPARATI FOR PREDICTING AND QUANTIFYING THREAT BEING EXPERIENCED BY A MODELED SYSTEM

Patent №

US 8,543,261

Granted

2013-09-24

Filed 2011

Owner

MASSACHUSETTS INSTITUTE OF TECHNOLOGY

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13254746

A method predicts and quantifies the threat posed to a human-operated device based on an optimal device trajectory through a constraint-bounded corridor. A model of the device together with a model of anticipated hazards and the current state of both the device and the hazards are used to iteratively generate an optimal device trajectory through a constraint-bounded corridor or region within state space. Device dynamics are forward-simulated over a time horizon. A method generates a threat assessment metric from the resulting sequence of optimal vehicle states. This threat assessment may be used to devise various types and levels of operator assistance. The human operator can control the device within a safe corridor or region. Threat assessment is based on the nearness of successive optimal trajectory predictions to limits of safe device handling rather than on deviation from a predefined path.

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

AI classification

Planning1.00
Machine learning1.00
AI hardware1.00
Vision0.79
Evolutionary computation0.38
Knowledge representation0.33
Speech0.00
Natural language0.00

Ownership

MASSACHUSETTS INSTITUTE OF TECHNOLOGY

assignment · 273510668

Assignors

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

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

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