Driver state estimation device, driver state estimation method, and learning method
An information collection unit collects information indicating a driving operation of a vehicle by a driver and a state of the vehicle changed by the driving operation, and outputs, among the collected information, information in a period from a start point at which a driving operation contributing to stop of the vehicle is performed to a stop start point in a stop state where a stop time of the vehicle continues for a predetermined time or more, as driving operation information. A state estimation unit acquires driver state information indicating a state of the driver from a learned learner on which machine learning has been performed so as to output the driver state information when the driving operation information is input, by inputting the driving operation information output from the information collection unit to the learner and performing arithmetic processing of the learner.
1. A driver state estimation device comprising:
processing circuitry to collect information indicating a driving operation of a vehicle by a driver and a state of the vehicle changed by the driving operation;
in response to a stop state of the vehicle lasting for a predetermined time or longer, to output, among the collected information, information collected in a collection period between an initiation of a driving operation leading to stop of the vehicle and a stop start point of the stop state of the vehicle, as driving operation information;
to acquire driver state information indicating a state of the driver from a learned learner on which machine learning has been performed in such a manner as to output the driver state information when the driving operation information is input, by inputting the driving operation information to the learner and performing arithmetic processing of the learner; and
to control a brake operation of the vehicle based on the driver state information.
2. The driver state estimation device according to claim 1 , wherein the driving operation information is first driving operation information that is at least one of a brake operation, a steering operation, an accelerator operation, and a vehicle speed for the vehicle, or second driving operation information that is derived from the first driving operation information.
3. A driver state estimation method comprising:
collecting information indicating a driving operation of a vehicle by a driver and a state of the vehicle changed by the driving operation;
in response to a stop state of the vehicle lasting for a predetermined time or longer, outputting, among the collected information, information collected in a collection period between an initiation of a driving operation leading to stop of the vehicle and a stop start point of the stop state of the vehicle, as driving operation information;
acquiring driver state information indicating a state of the driver from a learned learner on which machine learning has been performed in such a manner as to output the driver state information when the driving operation information is input, by inputting the driving operation information to the learner and performing arithmetic processing of the learner; and
controlling a brake operation of the vehicle based on the driver state information.
4. A learning method comprising:
collecting information indicating a driving operation of a vehicle by a driver and a state of the vehicle changed by the driving operation; and
in response to a stop state of the vehicle lasting for a predetermined time or longer, outputting, among the collected information, information collected in a collection period between an initiation of a driving operation leading to stop of the vehicle and a stop start point of the stop state of the vehicle, as driving operation information;
causing a learner to perform machine learning in such a manner as to output driver state information indicating a state of the driver when the driving operation information is input; and
causing the vehicle to control a brake operation based on the driver state information.