Use recommendation apparatus and vehicle
A use recommendation apparatus includes acquiring circuitry and processing circuitry. The processing circuitry generates a degree of necessity of a recommendation of a use of a predetermined operation device, based on sensor data, traffic data, and non-traffic data acquired by the acquiring circuitry; selects, when the degree of necessity is greater than or equal to a first threshold and less than or equal to a second threshold, a predetermined pacing model from a plurality of pacing models, based on the sensor data, the traffic data, and the non-traffic data; acquires, from the predetermined pacing model, a first recommendation sentence having undergone predetermined pacing processing as a recommendation sentence that recommends the use of the predetermined operation device by inputting the sensor data, the traffic data, and the non-traffic data to the predetermined pacing model; and outputs the first recommendation sentence.
1 . A use recommendation apparatus configured to be applied to a vehicle, the use recommendation apparatus comprising:
acquiring circuitry configured to acquire
sensor data to be acquired from a sensor of the vehicle when a subject is driving the vehicle,
traffic data on a surrounding environment around the vehicle to be acquired when the subject is driving the vehicle, and
non-traffic data comprising one or more of: usage data to be recorded in a user terminal upon a use of the user terminal by the subject; passenger data on a passenger of the vehicle to be acquired when the subject is driving the vehicle; and action data on an action of the subject to be acquired when the subject is not driving the vehicle; and
processing circuitry configured to process the sensor data, the traffic data, and the non-traffic data acquired by the acquiring circuitry, wherein
the processing circuitry is configured to
generate a degree of necessity of a recommendation of a use of a predetermined operation device, based on the sensor data, the traffic data, and the non-traffic data,
select, when the degree of necessity is greater than or equal to a first threshold and less than or equal to a second threshold, a predetermined pacing model from a plurality of pacing models, based on the sensor data, the traffic data, and the non-traffic data,
acquire, from the predetermined pacing model, a first recommendation sentence having undergone predetermined pacing processing as a recommendation sentence that recommends the use of the predetermined operation device by inputting the sensor data, the traffic data, and the non-traffic data to the predetermined pacing model, and
output the first recommendation sentence.
2 . The use recommendation apparatus according to claim 1 , wherein
the processing circuitry comprises a trained model to be re-trained based on training data comprising the sensor data, the traffic data, the non-traffic data, and the degree of necessity, and
the processing circuitry is configured to acquire an update of the degree of necessity from the trained model by inputting updates of the sensor data, the traffic data, and the non-traffic data to the trained model.
3 . The use recommendation apparatus according to claim 1 , wherein
the acquiring circuitry is configured to acquire a response of the subject to an output of the first recommendation sentence,
the predetermined pacing model comprises a trained model to be re-trained based on training data comprising the sensor data, the traffic data, the non-traffic data, the first recommendation sentence, a fixed recommendation sentence comprising the first recommendation sentence having not undergone the predetermined pacing processing, and content of the response, and
the predetermined pacing model is configured to output an update of the first recommendation sentence when receiving updates of the sensor data, the traffic data, and the non-traffic data, and the fixed recommendation sentence.
4 . The use recommendation apparatus according to claim 1 , further comprising a memory configured to hold the first threshold and the second threshold, wherein
the processing circuitry is configured to, when a response of the subject to an output of the first recommendation sentence indicates a refusal of the use of the predetermined operation device, change the first threshold held in the memory to a value less than the first threshold.
5 . A vehicle comprising a use recommendation apparatus, the use recommendation apparatus comprising:
acquiring circuitry configured to acquire
sensor data to be acquired from a sensor of the vehicle when a subject is driving the vehicle,
traffic data on a surrounding environment around the vehicle to be acquired when the subject is driving the vehicle, and
non-traffic data comprising one or more of: usage data to be recorded in a user terminal upon a use of the user terminal by the subject; passenger data on a passenger of the vehicle to be acquired when the subject is driving the vehicle; and action data on an action of the subject to be acquired when the subject is not driving the vehicle; and
processing circuitry configured to process the sensor data, the traffic data, and the non-traffic data acquired by the acquiring circuitry, wherein
the processing circuitry is configured to
generate a degree of necessity of a recommendation of a use of a predetermined operation device, based on the sensor data, the traffic data, and the non-traffic data,
select, when the degree of necessity is greater than or equal to a first threshold and less than or equal to a second threshold, a predetermined pacing model from a plurality of pacing models, based on the sensor data, the traffic data, and the non-traffic data,
acquire, from the predetermined pacing model, a first recommendation sentence having undergone predetermined pacing processing as a recommendation sentence that recommends the use of the predetermined operation device by inputting the sensor data, the traffic data, and the non-traffic data to the predetermined pacing model, and
output the first recommendation sentence.