Failure prediction system
A failure prediction system disclosed herein is configured to predict a failure of a power converter which converts output power of a power source to power for driving a traction motor. The system may include: a sensor provided at the power converter; and a controller configured to predict a failure of the power converter based on a measurement value of the sensor. The controller may be configured to: calculate a difference between previous and present measurement values of the sensor, wherein the controller repeatedly calculates the difference at predetermined time intervals; obtain intermediate data by applying variable conversion to a plurality of the past differences; calculate a damage level of the power converter based on the intermediate data; and output a warning signal in a case where the damage level exceeds a damage threshold, wherein the warning signal indicates that a timing when the failure occurs is approaching.
1. A failure prediction system configured to predict a failure of a power converter which converts output power of a power source to power for driving a traction motor, the system comprising:
a sensor provided at the power converter; and
a controller configured to predict a failure of the power converter based on a measurement value of the sensor,
wherein the controller is configured to:
calculate a difference between a previous measurement value and a present measurement value of the sensor, wherein the controller repeatedly calculates the difference at predetermined time intervals;
obtain intermediate data by applying variable conversion to a plurality of the past differences;
calculate a damage level of the power converter based on the intermediate data; and
output a warning signal in a case where the damage level exceeds a damage threshold, the warning signal indicating that a timing when the failure occurs is approaching, and
the variable conversion includes:
creating a histogram of the plurality of past differences;
for each of bins in the histogram, multiplying a number of occurrences of the bin by a weight factor assigned to the bin; and
obtaining the damage level by adding all products of the weight factors and the numbers of occurrences of the bins.
2. The failure prediction system of claim 1 , wherein each of the weight factors is based on a value obtained by dividing a reference value assigned to corresponding one of the bins by a representative value of the bin.
3. The failure prediction system of claim 1 , wherein the sensor is one of:
a temperature sensor configured to measure a temperature of a switching element for power conversion provided in the power converter;
a temperature sensor configured to measure a temperature of a cooling medium for a cooler which cools the switching element;
a current sensor configured to measure current passing through the switching element; and
a voltage sensor configured to measure a voltage of the switching element.
4. The failure prediction system of claim 1 , further comprising a display configured to display that the timing when the failure occurs is approaching, in response to the warning signal.
5. The failure prediction system of claim 1 , wherein the controller includes a local computer installed in a vehicle and a server located outside of the vehicle.