Systems and methods for false-positive reduction in power electronic device evaluation
Systems and methods of testing the health of vehicular power devices are disclosed herein. A method may include producing operating points as a function of cycling current (I ds ) and voltage drain to source (V ds ) when a subject device is conducting current. The method may further include determining a mean of moving distribution to adapt a center of the moving distribution contrasted with a plurality of known healthy devices. The method may also include indicating an imminent fault in the subject device based upon a discontinuity among operating points above a threshold.
1. A method comprising:
producing operating points as a function of cycling current (I ds ) and voltage drain to source (V ds ) when a subject device is conducting current;
determining a mean of moving distribution to adapt a center of the moving distribution contrasted with a plurality of known healthy devices; and
indicating an imminent fault in the subject device based upon a discontinuity among operating points above a threshold.
2. The method of claim 1 further comprising determining a mean of the moving distribution through an exponentially weighted moving average.
3. The method of claim 1 further comprising:
modelling the moving distribution via a principal component analysis process; and
forming the moving distribution from a portion of data observed during a time period when the subject device was in a healthy condition.
4. The method of claim 1 further comprising updating the mean of the moving distribution to account for observed measurements drifting under accelerated aging tests within healthy operation.
5. The method of claim 1 further comprising determining an imminent fault based upon discontinuities in features above a threshold before the subject device is powered on.
6. The method of claim 1 further comprising computing median values for each cycle when the subject device is powered on.
7. The method of claim 6 further comprising removing an exponentially weighted moving average estimate of the mean of observed measurements.
8. The method of claim 6 further comprising median-filtering the computed median values.
9. The method of claim 8 wherein a continuous change in on-state resistance of the subject device is not indicative of a failure.
10. The method of claim 1 wherein the operating points of the subject device are non-stationary.
11. A system comprising:
non-transitory memory and a processor coupled to the non-transitory memory;
a measurement device configured to utilize the processor to produce operating points as a function of cycling current (I ds ) and voltage drain to source (V ds ) when a subject device is conducting current;
a determination module configured to determine a mean of moving distribution to adapt a center of the moving distribution contrasted with a plurality of known healthy devices; and
an output device configured to indicate an imminent fault in the subject device based upon a discontinuity among operating points above a threshold.
12. The system of claim 11 wherein the determination module is further configured to determine the mean of the moving distribution through an exponentially weighted moving average.
13. The system of claim 11 wherein the determination module is further configured to:
model the moving distribution by principal component analysis; and
form the moving distribution from a portion of data observed during a time period when the device was in a healthy condition.
14. The system of claim 11 wherein the determination module is further configured to update the mean of the moving distribution to account for observed measurements drifting under accelerated aging tests within healthy operation.
15. The system of claim 11 wherein the determination module is further configured to determine an imminent fault based upon discontinuities in features above a threshold before the subject device is powered on.
16. The system of claim 11 wherein the determination module is further configured to compute median values for each cycle when the subject device is powered on.
17. The system of claim 16 wherein the determination module is further configured to remove the exponentially weighted moving average estimate of the mean of observed measurements.
18. The system of claim 16 wherein the determination module is further configured to median-filter the computed median values.
19. The system of claim 11 wherein:
the operating points of the subject device are non-stationary; and
a continuous change in on-state resistance of the subject device is not indicative of a failure.
20. A system comprising:
non-transitory memory and a processor coupled to the non-transitory memory;
a measurement device configured to utilize the processor to produce operating points as a function of cycling current (I ds ) and voltage drain to source (V ds ) when a subject device is conducting current, wherein the operating points of the subject device are non-stationary;
a determination module configured to:
compute median values for each cycle when the subject device is powered on;
remove the exponentially weighted moving average estimate of the mean of observed measurements;
median-filter the computed median values; and
determine a mean of moving distribution through an exponentially weighted moving average to adapt a center of the moving distribution contrasted with a plurality of known healthy devices; and
an output device configured to indicate an imminent fault in the subject device based upon a discontinuity among operating points above a threshold.