Failure prediction system, failure prediction method, and failure prediction program
View Patent ↗An obtainer obtains travel data of an electric vehicle. A predictor predicts a failure due to aging in a drive circuit of a motor which drives a driving wheel of the electric vehicle, based on the travel data of the electric vehicle. The travel data includes position data of the electric vehicle and data relating to power consumption of the electric vehicle. The predictor predicts the failure due to aging in the drive circuit based on a change in an increase of power consumption generated when the electric vehicle travels a same route.
1. A failure prediction system comprising:
an obtainer which obtains travel data of an electric vehicle; and
a predictor which predicts, based on the travel data of the electric vehicle, a failure due to aging in a drive circuit of a motor which drives a driving wheel of the electric vehicle,
wherein the travel data includes position data of the electric vehicle and data relating to power consumption of the electric vehicle, and
the predictor predicts the failure due to aging in the drive circuit based on a change in an increase of power consumption amount generated when the electric vehicle travels a same route.
2. The failure prediction system according to claim 1 ,
wherein the travel data includes a vehicle speed of the electric vehicle, and
the predictor generates the change in the increase of the power consumption amount based on a plurality of items of the travel data which are similar in a vehicle speed pattern generated when the electric vehicle travels the same route.
3. The failure prediction system according to claim 1 ,
wherein the travel data includes an input voltage of the drive circuit, an input current of the drive circuit, a rotational frequency of a motor driven by the drive circuit, and a rotational torque of the motor, and
the predictor estimates loss of a switching element included in the drive circuit by subtracting an integrated brake power of the motor from power consumption amount, the integrated brake power of the motor being obtained by integrating a brake power of the motor that is based on the rotational frequency of the motor and the rotational torque of the motor with traveling time of the same route, the power consumption being obtained by integrating an input power of the drive circuit that is based on the input voltage and the input current of the drive circuit with the traveling time of the same route.
4. The failure prediction system according to claim 1 ,
wherein the drive circuit is an inverter, and
the predictor predicts a failure due to aging in a switching element included in the inverter.
5. The failure prediction system according to claim 1 , further comprising:
a route determiner which extracts a movement path of the electric vehicle from a change in the position data of the electric vehicle, generates a two-dimensional frequency distribution, and determines the same route.
6. The failure prediction system according to claim 5 ,
wherein the two-dimensional frequency distribution generated by the route determiner is a two-dimensional kernel density distribution.
7. The failure prediction system according to claim 5 ,
wherein the route determiner identifies a target route that is used frequently, based on the movement path of the electric vehicle extracted, and
the predictor predicts the failure due to aging in the drive circuit based on a change in an increase of power consumption amount generated when the electric vehicle travels the target route.
8. The failure prediction system according to claim 5 ,
wherein the travel data includes a vehicle speed of the electric vehicle, and
the route determiner generates the two-dimensional frequency distribution by excluding position data of the electric vehicle generated when the vehicle speed is less than a set value.
9. A method of predicting a failure, comprising:
obtaining travel data of an electric vehicle; and
predicting, based on the travel data of the electric vehicle, a failure due to aging in a drive circuit of a motor which drives a driving wheel of the electric vehicle,
wherein the travel data includes position data of the electric vehicle and data relating to power consumption of the electric vehicle, and
in the predicting, the failure due to aging in the drive circuit is predicted based on a change in an increase of power consumption amount generated when the electric vehicle travels a same route.
10. A non-transitory machine-readable recording medium that stores a failure prediction program for causing a computer to execute:
obtaining travel data of an electric vehicle; and
predicting, based on the travel data of the electric vehicle, a failure due to aging in a drive circuit of a motor which drives a driving wheel of the electric vehicle,
wherein the travel data includes position data of the electric vehicle and data relating to power consumption of the electric vehicle, and
in the predicting, the failure due to aging in the drive circuit is predicted based on a change in an increase of power consumption amount generated when the electric vehicle travels a same route.