PERSONALIZED DRIVER STRESS PREDICTION USING GEOGRAPHICAL DATABASES
First Claim
1. A system for providing an indication of a vehicle operators stress reaction to a future change in the environment in which said vehicle is being operated;
- said system comprising;
at least one sensor for sensing a respective at least one physical parameter of said operator;
a processing device receiving the outputs of said at least one sensor and providing a training signal;
a vehicle positioning system for determining a position of said vehicle and outputting a position signal;
at least one vehicle sensor for determining at least one vehicle operation parameter and outputting at least one vehicle parameter signal;
a derived environment device having at least one first input receiving respective ones of said at least one vehicle parameter signal and a second input receiving said position signal and providing a vehicle environment output signal;
a machine statistical learning module having a first input for receiving said vehicle environmental output signal wherein said machine statistical learning module is controlled by said training signal in order to derive a statistical relationship between a physical condition of said operator and an operational environment of said vehicle.
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Accused Products
Abstract
A system installed in a motor vehicle for inferring a vehicle operator'"'"'s stress level from body sensors and from environmental data related to the position and operation of the vehicle. The system functions in a training phase using machine learning techniques to derive a model of an individual operators stress reaction to the environment in which the vehicle is operated and, using the results of this training phase, the system is subsequently used to predict stress levels to be expected when certain traffic conditions are imminent based on a projection of the driver'"'"'s physiolocial state. The result of this prediction of stress level for the individual driver is used to control or warn the driver with respect to operation and scheduling of attention diverting devices such as cellular phones.
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Citations
14 Claims
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1. A system for providing an indication of a vehicle operators stress reaction to a future change in the environment in which said vehicle is being operated;
- said system comprising;
at least one sensor for sensing a respective at least one physical parameter of said operator;
a processing device receiving the outputs of said at least one sensor and providing a training signal;
a vehicle positioning system for determining a position of said vehicle and outputting a position signal;
at least one vehicle sensor for determining at least one vehicle operation parameter and outputting at least one vehicle parameter signal;
a derived environment device having at least one first input receiving respective ones of said at least one vehicle parameter signal and a second input receiving said position signal and providing a vehicle environment output signal;
a machine statistical learning module having a first input for receiving said vehicle environmental output signal wherein said machine statistical learning module is controlled by said training signal in order to derive a statistical relationship between a physical condition of said operator and an operational environment of said vehicle. - View Dependent Claims (2, 3, 9, 10, 11, 12, 13)
- said system comprising;
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4. A system for predicting operator stress during operation of the vehicle, comprising:
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means for sensing physical data related to at least one parameter of said operator;
means for collecting and arranging said physical data to provide a continuous operator stress condition output signal;
vehicle positioning means for determining the position of said vehicle;
vehicle operation means for determining operating characteristics of said vehicle;
means responsive to an output of said vehicle positioning means and said vehicle operation means in order to provide an environmental information signal concerning said vehicle; and
a statistical learning device receiving the vehicle environment information signal as an input, wherein said statistical learning device utilizes said continuous operator stress condition output signal as a teaching signal in order to provide a stored statistical learning model relating a physical condition of said operator with the environment of said vehicle. - View Dependent Claims (5, 14)
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6. A method for predicting vehicle operator stress reaction to a future change in the environment in which said vehicle is being operated, said method comprising the steps of:
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sensing at least one physical parameter of said operator;
processing sensed outputs related to said at least one physical parameter and providing a training signal;
determining a position of said vehicle and outputting a position signal;
determining at least one vehicle operating parameter and outputting a corresponding at least one vehicle operating parameter signal;
determining a vehicle environment as a function of said at least one vehicle operating parameter signal and said position signal to provide a vehicle environment output signal; and
deriving a statistical relationship between a physical condition of said operator and an operational environment of said vehicle as a function of said vehicle environment output signal controlled by said training signal. - View Dependent Claims (7, 8)
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Specification