Sensor fusion controller for fault tolerant EMA
Systems and methods for fault toleration actuation include an actuator with a position. A first sensor measures a first parameter associated with the actuator. A second sensor measures a second parameter associated with the actuator. A sensor fusion module receives data from each of the first and second sensor and executes a sensor fusion process on the data received to estimate the position of the actuator. A fault detection module is configured to receive data from the first and second sensor, to receive sensor fusion data from the sensor fusion module, to compare the data received from the first and second sensor with the sensor fusion estimate, to identify an error in the data received from either of the first or second sensor based on the comparison, and to determine a fault exists in the first or second sensor based on the error.
1. A fault tolerant actuation system comprising:
an actuator having a position;
a first sensor measuring a first parameter associated with the actuator;
a second sensor measuring a second parameter associated with the actuator;
a sensor fusion module receiving data from each of the first sensor and the second sensor and executing a sensor fusion process on the data received to estimate the position of the actuator; and
a fault detection module configured to:
receive data from the first sensor and the second sensor;
receive sensor fusion data from the sensor fusion module;
compare the data received from the first sensor and the second sensor with the sensor fusion estimate;
identify an error in the data received from the first sensor or the second sensor based on the comparison; and
determine a fault exists in the first sensor or the second sensor based on the error.
2. The fault tolerant actuation system of claim 1 , wherein the first parameter and the second parameter are a same parameter.
3. The fault tolerant actuation system of claim 1 , wherein the first parameter and the second parameter are a different parameter.
4. The fault tolerant actuation system of claim 1 , wherein the first parameter measures an input parameter of the actuator.
5. The fault tolerant actuation system of claim 1 , wherein the second parameter measures an output parameter of the actuator.
6. The fault tolerant actuation system of claim 1 , wherein the fault detection module is further configured to determine which of the first sensor and the second sensor is associated with the fault.
7. The fault tolerant actuation system of claim 1 , wherein the fault detection module is further configured to provide feedback to the sensor fusion module and wherein the sensor fusion module, in response to the feedback, adjusts the sensor fusion process according to the feedback.
8. The fault tolerant actuation system of claim 7 , wherein the feedback indicates that one of the first sensor and the second sensor has been isolated.
9. The fault tolerant actuation system of claim 8 , wherein the sensor fusion module, in response to the feedback, provides an alternative indication for the sensor that has been isolated.
10. The fault tolerant actuation system of claim 7 , wherein the sensor fusion module, in response to the feedback, adjusts a weight applied to one of the first measurement and the second measurement.
11. A method for real-time adjustment of a sensor fusion actuation system comprising:
receiving, from a first sensor, a first measurement of a first parameter associated with an actuator;
assigning a first weight to the first measurement;
receiving, from a second sensor, a second measurement of a second parameter associated with the actuator;
assigning a second weight to the second measurement;
executing a sensor fusion model to determine a position of the actuator using the first measurement and the second measurement;
determining, based on the sensor fusion model, that one of the first measurement or the second measurement is more accurate; and
adjusting at least one of the first weight or the second weight based on the determination.
12. The method for real-time adjustment of the sensor fusion actuation system of claim 11 , wherein the first parameter and the second parameter are a same parameter.
13. The method for real-time adjustment of the sensor fusion actuation system of claim 11 , wherein the first parameter and the second parameter are a different parameter.
14. The method for real-time adjustment of the sensor fusion actuation system of claim 11 , wherein the first parameter measures an input parameter of the actuator.
15. The method for real-time adjustment of the sensor fusion actuation system of claim 11 , wherein the second parameter measures an output parameter of the actuator.
16. The method for real-time adjustment of the sensor fusion actuation system of claim 11 , wherein a fault detection module is configured to determine which of the first sensor and the second sensor is associated with a fault.
17. The method for real-time adjustment of the sensor fusion actuation system of claim 16 , wherein the fault detection module is further configured to provide feedback to the sensor fusion model and wherein the sensor fusion model, in response to the feedback, adjusts a sensor fusion process according to the feedback.
18. The method for real-time adjustment of the sensor fusion actuation system of claim 17 , wherein the feedback indicates that one of the first sensor and the second sensor has been isolated.
19. The method for real-time adjustment of the sensor fusion actuation system of claim 18 , wherein the sensor fusion model, in response to the feedback, provides an alternative indication for the sensor that has been isolated.
20. The method for real-time adjustment of the sensor fusion actuation system of claim 17 , wherein the sensor fusion model, in response to the feedback, adjust the weight applied to one of the first measurement and the second measurement.