Predicting failure and/or estimating remaining useful life of an air-data-probe heater
Apparatus and associated methods relate to predicting failure and/or estimating remaining useful life of an air-data-probe heater. Failure is predicted or useful life is estimated based on an electrical metric of the electrical operating power provided to a resistive heating element of the air-data-probe heater. The electrical metric of the air data probe heater is one or more of: i) phase relation between voltage across the resistive heating element and leakage current, which is conducted from the resistive heating element to a conductive sheath surrounding the resistive heating element; ii) a time-domain profile of leakage current through the heating element insulation during a full power cycle; and/or iii) high-frequency components of the electrical current conducted by the resistive heating element and/or the voltage across the resistive heating element.
1. A system for predicting failure of a resistive heating element of an air data probe, the system comprising:
an electrical power source that provides electrical operating power to the resistive heating element;
an electrical sensor that senses electrical current provided to the resistive heating element;
a high-frequency signal detector that detects high-frequency components of the electrical current sensed and detects high-frequency components of voltage of the electrical operating power provided to the resistive heating element; and
a remaining-life prediction engine that estimates a remaining life of the resistive heating element based on high-frequency components of the electrical current detected, wherein the remaining-life prediction engine estimates the remaining life of the resistive heating element based on a ratio of the high-frequency components of the electrical current detected to the high-frequency components of the voltage of the electrical operating power provided to the resistive heating element.
2. The system of claim 1 , wherein the remaining-life prediction engine compares the high-frequency components of the electrical current detected with a predetermined threshold.
3. The system of claim 2 , wherein the remaining-life prediction engine compares the high-frequency components, within a detection frequency band, of the electrical current detected with a predetermined threshold.
4. The system of claim 1 , wherein the high-frequency signal detector detects high-frequency components of the electrical current sensed by taking a derivative of the electrical current sensed.
5. The system of claim 1 , wherein the remaining-life prediction engine makes a ratio comparison between a predetermined threshold ratio and the ratio of the high-frequency components of the electrical current detected to the high-frequency components of the voltage of the electrical operating power provided to the resistive heating element.
6. The system of claim 5 , wherein the remaining-life prediction engine generates a warning signal in response to the ratio comparison indicating that the ratio exceeds a predetermined threshold ratio.
7. The system of claim 1 , further comprising:
an event log that logs instances of resistive heating element damage determined by the remaining-life prediction engine.
8. The system of claim 7 , wherein the remaining-life prediction engine estimates a number of remaining heater electrical operating power cycles before the number of logged instances of heater sheath damage exceeds a predetermined instance threshold.
9. A method for predicting failure of a resistive heating element of an air data probe, the method comprising:
providing, via an electrical power source, electrical operating power to the resistive heating element;
sensing, via an electrical sensor, electrical current provided to the resistive heating element;
detecting, via a high-frequency signal detector, high-frequency components of the electrical current sensed;
detecting, via the high-frequency signal detector, high-frequency components of voltage of the electrical operating power provided to the resistive heating element; and
estimating, via a remaining-life prediction engine, a remaining life of the resistive heating element based on high-frequency components of the electrical current detected, wherein the remaining-life prediction engine estimates the remaining life of the resistive heating element based on a ratio of the high-frequency components of the electrical current detected to the high-frequency components of the voltage of the electrical operating power provided to the resistive heating element.
10. The method of claim 9 , further comprising:
comparing, via the remaining-life prediction engine, the high-frequency components of the electrical current detected with a predetermined threshold.
11. The method of claim 10 , further comprising:
comparing, via the remaining-life prediction engine, the high-frequency components, within a detection frequency band, of the electrical current detected with a predetermined threshold.
12. The method of claim 9 , further comprising:
detecting, via the high-frequency signal detector, high-frequency components of the electrical current sensed by taking a derivative of the electrical current sensed.
13. The method of claim 9 , further comprising:
making, via the remaining-life prediction engine, a ratio comparison between a predetermined threshold ratio and the ratio of the high-frequency components of the electrical current detected to the high-frequency components of the voltage of the electrical operating power provided to the resistive heating element.
14. The method of claim 13 , further comprising:
generating, via the remaining-life prediction engine, a warning signal in response to the ratio comparison indicating that the ratio exceeds a predetermined threshold ratio.
15. The method of claim 9 , further comprising:
logging, via an event log, instances of resistive heating element damage determined by the remaining-life prediction engine.
16. The method of claim 15 , further comprising:
estimating, via the remaining-life prediction engine, a number of remaining heater electrical operating power cycles before the number of logged instances of resistive heating element damage exceeds a predetermined instance threshold.