Adaptive algorithm-based engine health prediction
A system and algorithm-based method of determining engine health and assuring available propulsion power based on historical data reflecting the individual engine's unique performance “fingerprint.”
1. A method of reflecting recent corrected engine performance in a data storage device on an aircraft, the method comprising, by a computer comprising a processor and memory:
receiving, from an engine sensor coupled to the computer, engine operating information for an engine on the aircraft;
determining, from the engine operating information, a power parameter and a critical parameter;
correcting the power parameter and the critical parameter based on additional information available in an aircraft data bus on the aircraft;
recording, as a data point in a stored data set in the data storage device, the corrected power parameter and the corrected critical parameter;
grouping the data point with statistically similar historical data points in the stored data set;
merging the data point and the statistically similar historical data points into a single representative data point in the stored data set, the stored data set including previously recorded power parameter and critical parameter data points; and
wherein the merging comprises purging one or more older data points in the stored data set.
2. The method according to claim 1 , wherein the receiving the engine operating information includes receiving the engine operating information from the aircraft data bus.
3. The method according to claim 1 , wherein the critical parameter is an MGT value.
4. The method according to claim 1 , wherein the power parameter is a power margin.
5. The method according to claim 1 , wherein the data point represents the engine's power if it were performing on a test stand under standard conditions.
6. The method according to claim 1 , further comprising:
determining whether the power parameter and the critical parameter represent a stable data point; and
discarding the engine operating information in the event that the power parameter and the critical parameter do not represent a stable data point.
7. The method according to claim 1 , further comprising:
determining whether the power parameter and the critical parameter represent a valid data point; and
discarding the engine operating information in the event that the power parameter and the critical parameter do not represent a valid data point.
8. The method according to claim 7 , wherein the determining whether the power parameter and the critical parameter represent a valid data point comprises determining whether there is weight on landing gear.
9. The method according to claim 1 , wherein the correcting comprises applying a correction factor based on an outside air temperature.
10. The method of claim 1 , comprising determining whether to invoke a process for determining engine health, wherein the determining is based, at least in part, on a result of the merging.
11. A computer system comprising a processor and memory, wherein the processor and the memory in combination implement a method of reflecting recent corrected engine performance in a data storage device on an aircraft, the method comprising:
receiving, from an engine sensor coupled to the computer system, engine operating information for an engine on the aircraft;
determining, from the engine operating information, a power parameter and a critical parameter;
correcting the power parameter and the critical parameter based on additional information available in an aircraft data bus on the aircraft;
recording, as a data point in a stored data set in the data storage device, the corrected power parameter and the corrected critical parameter;
grouping the data point with statistically similar historical data points in the stored data set;
merging the data point and the statistically similar historical data points into a single representative data point in the stored data set, the stored data set including previously recorded power parameter and critical parameter data points; and
wherein the merging comprises purging one or more older data points in the stored data set.
12. The computer system according to claim 11 , wherein the receiving the engine operating information includes receiving the engine operating information from the aircraft data bus.
13. The computer system according to claim 11 , wherein the critical parameter is an MGT value.
14. The computer system according to claim 11 , wherein the power parameter is a power margin.
15. The computer system according to claim 11 , wherein the data point represents the engine's power if it were performing on a test stand under standard conditions.
16. The computer system according to claim 11 , the method further comprising:
determining whether the power parameter and the critical parameter represent a stable data point; and
discarding the engine operating information in the event that the power parameter and the critical parameter do not represent a stable data point.
17. The computer system according to claim 11 , the method further comprising:
determining whether the power parameter and the critical parameter represent a valid data point; and
discarding the engine operating information in the event that the power parameter and the critical parameter do not represent a valid data point.
18. The method according to claim 17 , wherein the determining whether the power parameter and the critical parameter represent a valid data point comprises determining whether there is weight on landing gear.
19. The computer system according to claim 11 , wherein the correcting comprises applying a correction factor based on an outside air temperature.
20. A computer-program product comprising a non-transitory computer-usable medium having computer-readable program code embodied therein, the computer-readable program code adapted to be executed to implement a method of reflecting recent corrected engine performance in a data storage device on an aircraft, the method comprising:
receiving, from an engine sensor coupled to a computer, engine operating information for an engine on the aircraft;
determining, from the engine operating information, a power parameter and a critical parameter;
correcting the power parameter and the critical parameter based on additional information available in an aircraft data bus on the aircraft;
recording, as a data point in a stored data set in the data storage device, the corrected power parameter and the corrected critical parameter;
grouping the data point with statistically similar historical data points in the stored data set;
merging the data point and the statistically similar historical data points into a single representative data point in the stored data set, the stored data set including previously recorded power parameter and critical parameter data points; and
wherein the merging comprises purging one or more older data points in the stored data set.