Load estimation system for aerodynamic structures
A method and apparatus for identifying loads caused by wind. Information for a group of aircraft parameters recorded by an information recorder is received in an aircraft during operation of the aircraft. A number of loads on an aerodynamic structure of the aircraft is estimated using the information for the group of aircraft parameters.
1. A load estimation system comprising:
an information recorder configured to record first information during operation of an aircraft;
sensors configured to generate sensor data;
a wind load analyzer, having a processor configured to:
receive the first information for a group of aircraft parameters recorded by the information recorder,
use the first information and the sensor data to generate training information,
identify, using a neural network, second information about a number of loads on a wing of the aircraft, wherein the neural network is trained using the training information, and
estimate a load in the number of loads caused by wind on the wing of the aircraft using the second information.
2. The load estimation system of claim 1 further comprising:
an action identifier configured to identify maintenance for the aircraft from the number of loads estimated for the wing by the wind load analyzer.
3. The load estimation system of claim 1 , wherein the wind load analyzer further comprises:
an estimator configured to estimate the number of loads on the wing of the aircraft using the second information.
4. The load estimation system of claim 1 , wherein the training information is generated during testing of the aircraft.
5. The load estimation system of claim 1 , wherein the second information is selected from at least one of shear, bending moment, or torsion.
6. The load estimation system of claim 1 , wherein the second information is for a group of sections in the wing of the aircraft.
7. The load estimation system of claim 1 , wherein the group of aircraft parameters is selected from at least one of gross weight, aircraft vertical acceleration, aircraft lateral acceleration, roll angle, roll rate, air speed, Mach number, altitude, wing flap angle, angle of attack, or sideslip angle.
8. The load estimation system of claim 1 , wherein the information recorder is selected from at least one of a flight recorder or a flight management computer.
9. An apparatus comprising:
a wind load analyzer configured to:
receive first information for a group of aircraft parameters recorded by an information recorder in an aircraft during operation of the aircraft;
receive sensor data from sensors on an aerodynamic structure of the aircraft;
generate training information using the first information and the sensor data;
identify second information about a number of loads on the aerodynamic structure of the aircraft caused by wind using a neural network trained with the training information; and
estimate a load in the number of loads caused by the wind.
10. The apparatus of claim 9 , wherein the wind load analyzer is configured to estimate the number of loads on the aerodynamic structure of the aircraft using the second information.
11. The apparatus of claim 9 further comprising:
an action identifier configured to identify maintenance for the aircraft from the number of loads estimated for the aerodynamic structure by the wind load analyzer.
12. The apparatus of claim 9 , wherein the wind load analyzer further comprises:
an estimator configured to estimate the number of loads on the aerodynamic structure of the aircraft using the second information.
13. The apparatus of claim 9 , wherein the aerodynamic structure is selected from one of a wing, a horizontal stabilizer, a vertical stabilizer, a control surface, a rudder, and a flap.
14. A method for identifying loads caused by wind, the method comprising:
receiving first information for a group of aircraft parameters recorded by an information recorder in an aircraft during operation of the aircraft;
receiving sensor data from sensors on an aerodynamic structure of the aircraft;
generating training data using the first information and the sensor data;
identifying, using a neural network, second information about a number of loads on the aerodynamic structure, wherein the neural network is trained using the training information; and
estimating a load in the number of loads on the aerodynamic structure of the aircraft caused by wind.
15. The method of claim 14 , further comprises:
identifying second information about the number of loads on a wing from the first information; and
estimating the number of loads on the aerodynamic structure of the aircraft using the second information, wherein the estimating is performed by the neural network.
16. The method of claim 14 further comprising:
identifying an action for the aircraft from the number of loads estimated for a wing.
17. The method of claim 14 , wherein the aerodynamic structure is selected from one of a wing, a horizontal stabilizer, a vertical stabilizer, a control surface, a rudder, and a flap.