Vehicle control data generation method, vehicle controller, vehicle control system, vehicle learning device, vehicle control data generation device, and memory medium

1. A vehicle control data generation method, the generation method comprising:

obtaining, by an execution device with relationship defining data stored in a memory device, a preference variable and a state of a vehicle that is based on a detection value of a sensor, the preference variable indicating a relative preference of a user for two or more requested elements, the relationship defining data defining a relationship between the state of the vehicle and an action variable related to an operation of an electronic device in the vehicle;

operating, by the execution device with the relationship defining data stored in the memory device, the electronic device;

providing, by the execution device with the relationship defining data stored in the memory device, based on the obtained state of the vehicle, a greater reward when a characteristic of the vehicle meets a standard than when the characteristic of the vehicle does not meet the standard; and

updating, by the execution device with the relationship defining data stored in the memory device, the relationship defining data by inputting, to a predetermined update map, the obtained state of the vehicle, the value of the action variable used to operate the electronic device, and the reward corresponding to the operation of the electronic device, wherein

the update map outputs the updated relationship defining data so as to increase an expected return for the reward in a case where the electronic device is operated in accordance with the relationship defining data,

the two or more requested elements include at least two of three requested elements, the three requested elements including a requested element indicating a high acceleration response of the vehicle, a requested element indicating that at least one of vibration or noise of the vehicle is small, and a requested element indicating a high energy use efficiency, and

the providing the reward includes changing a reward that is provided when a characteristic of the vehicle is a predetermined characteristic in a case where the value of the preference variable is a second value such that the changed reward differs from the reward that is provided when the characteristic of the vehicle is the predetermined characteristic in a case where the value of the preference variable is a first value.

2. The vehicle control data generation method according to claim 1 , wherein

the vehicle includes an internal combustion engine, and

the two or more requested elements that indicate the relative preference depending on the preference variable include, instead of the at least two of the three requested elements, at least two requested elements of four requested elements, the four requested elements including a requested element indicating a low concentration of a predetermined component in exhaust gas of the internal combustion engine and the three requested elements.

3. The vehicle control data generation method according to claim 1 , further comprising generating, by the execution device, based on the updated relationship defining data, control mapping data by associating the state of the vehicle with a value of the action variable that maximizes the expected return, wherein

the state of the vehicle is input to the control mapping data, which outputs the value of the action variable that maximizes the expected return.

4. A vehicle controller, comprising a memory device and an execution device carrying out the vehicle control data generation method according to claim 1 , wherein

the operating the electronic device includes operating, based on the relationship defining data, the electronic device in accordance with a value of the action variable corresponding to the state of vehicle, and

the obtaining the preference variable includes obtaining, as the preference variable, the relative preference of the user for the at least two requested elements.

5. A vehicle control system, comprising an execution device, a memory device and the vehicle controller according to claim 4 , wherein

the execution device includes a first execution device mounted on the vehicle and a second execution device that is an out-of-vehicle device,

the first execution device is configured to execute at least the obtaining the state of the vehicle and the preference variable and the operating the electronic device, and

the second execution device is configured to execute at least the updating the relationship defining data.

6. A vehicle controller according to claim 4 , comprising

a first execution device mounted on the vehicle and a second execution device that is an out-of-vehicle device,

the first execution device is configured to execute at least the obtaining the state of the vehicle and the preference variable and the operating the electronic device.

7. A vehicle learning device, comprising the vehicle control system according to claim 5 .

8. A vehicle control data generation device comprising an execution device and a memory device, wherein

with relationship defining data stored in the memory device, the execution device is configured to execute:

an obtaining process that obtains a preference variable and a state of a vehicle that is based on a detection value of a sensor, the preference variable indicating a relative preference of a user for two or more requested elements, the relationship defining data defining a relationship between the state of the vehicle and an action variable related to an operation of an electronic device in the vehicle;

an operation process that operates the electronic device;

a reward calculating process that provides based on the state of the vehicle obtained by the obtaining process, a greater reward when a characteristic of the vehicle meets a standard than when the characteristic of the vehicle does not meet the standard; and

an update process that updates the relationship defining data by inputting, to a predetermined update map, the state of the vehicle obtained by the obtaining process, the value of the action variable used to operate the electronic device, and the reward corresponding to the operation of the electronic device, wherein

the update map outputs the updated relationship defining data so as to increase an expected return for the reward in a case where the electronic device is operated in accordance with the relationship defining data,

the two or more requested elements include at least two of three requested elements, the three requested elements including a requested element indicating a high acceleration response of the vehicle, a requested element indicating that at least one of vibration or noise of the vehicle is small, and a requested element indicating a high energy use efficiency, and

the reward calculating process includes a changing process that changes a reward that is provided when a characteristic of the vehicle is a predetermined characteristic in a case where the value of the preference variable is a second value such that the changed reward differs from the reward that is provided when the characteristic of the vehicle is the predetermined characteristic in a case where the value of the preference variable is a first value.

9. A non-transitory computer readable memory medium that stores a program that causes an execution device to execute a vehicle control data generation process, the generation process comprising:

obtaining, by the execution device with relationship defining data stored in a memory device, a preference variable and a state of a vehicle that is based on a detection value of a sensor, the preference variable indicating a relative preference of a user for two or more requested elements, the relationship defining data defining a relationship between the state of the vehicle and an action variable related to an operation of an electronic device in the vehicle;

operating, by the execution device with the relationship defining data stored in the memory device, the electronic device;

providing, by the execution device with the relationship defining data stored in the memory device, based on the obtained state of the vehicle, a greater reward when a characteristic of the vehicle meets a standard than when the characteristic of the vehicle does not meet the standard; and

updating, by the execution device with the relationship defining data stored in the memory device, the relationship defining data by inputting, to a predetermined update map, the obtained state of the vehicle, the value of the action variable used to operate the electronic device, and the reward corresponding to the operation of the electronic device, wherein

the update map outputs the updated relationship defining data so as to increase an expected return for the reward in a case where the electronic device is operated in accordance with the relationship defining data,

the two or more requested elements include at least two of three requested elements, the three requested elements including a requested element indicating a high acceleration response of the vehicle, a requested element indicating that at least one of vibration or noise of the vehicle is small, and a requested element indicating a high energy use efficiency, and

the providing the reward includes changing a reward that is provided when a characteristic of the vehicle is a predetermined characteristic in a case where the value of the preference variable is a second value such that the changed reward differs from the reward that is provided when the characteristic of the vehicle is the predetermined characteristic in a case where the value of the preference variable is a first value.