Detecting sensor degradation by actively controlling an autonomous vehicle
View Patent ↗Methods and systems are disclosed for determining sensor degradation by actively controlling an autonomous vehicle. Determining sensor degradation may include obtaining sensor readings from a sensor of an autonomous vehicle, and determining baseline state information from the obtained sensor readings. A movement characteristic of the autonomous vehicle, such as speed or position, may then be changed. The sensor may then obtain additional sensor readings, and second state information may be determined from these additional sensor readings. Expected state information may be determined from the baseline state information and the change in the movement characteristic of the autonomous vehicle. A comparison of the expected state information and the second state information may then be performed. Based on this comparison, a determination may be made as to whether the sensor has degraded.
1. An apparatus, comprising:
a computer-readable memory;
a radar detection unit configured to detect an observed vehicle in a driving environment of the autonomous vehicle; and
one or more processors, in communication with the sensor and the computer-readable memory, the one or more processors configured to:
introduce a perturbation to a yaw value of the autonomous vehicle, wherein the perturbation causes a movement of the autonomous vehicle;
detect a lateral speed of the observed vehicle;
determine whether the detected lateral speed of the observed vehicle is within a range of expected lateral speeds of the observed vehicle;
determine that the radar detection unit is operating outside of normal operating parameters if the observed lateral speeds are not within the range of expected lateral speeds; and
perform an action in response to a determination that the radar detection unit is operating outside of normal operating parameters.
2. The apparatus of claim 1 , wherein the perturbation includes a turn of a steering wheel of the autonomous vehicle.
3. The apparatus of claim 1 , wherein the expected range of lateral speeds includes a direction and a magnitude.
4. The apparatus of claim 3 , wherein the magnitude is relative to a distance between the observed vehicle and the autonomous vehicle.
5. The apparatus of claim 3 , wherein the direction of the expected range of lateral speeds is opposite a direction of the perturbation.
6. The apparatus of claim 1 , wherein the perturbation is slight.
7. The apparatus of claim 1 , wherein the observed vehicle is traveling in front of the autonomous vehicle.
8. A method, comprising:
introducing, with one or more processors, a perturbation to a yaw value of an autonomous vehicle, wherein the perturbation causes a movement of the autonomous vehicle;
detecting, with a radar detection unit in communication with the one or more processors, a lateral speed of an observed vehicle in a driving environment of the autonomous vehicle;
determining, with the one or more processors, whether the detected lateral speed of the observed vehicle is within a range of expected lateral speeds of the observed vehicle;
determining, with the one or more processors, that the radar detection unit is operating outside of normal operating parameters if the observed lateral speeds are not within the range of expected lateral speeds; and
performing an action in response to determining that the radar detection unit is operating outside of normal operating parameters.
9. The method of claim 8 , wherein the perturbation includes a turn of a steering wheel of the autonomous vehicle.
10. The method of claim 8 , wherein the expected range of lateral speeds includes a direction and a magnitude.
11. The method of claim 10 , wherein the magnitude is relative to a distance between the observed vehicle and the autonomous vehicle.
12. The method of claim 10 , wherein the direction of the expected range of lateral speeds is opposite a direction of the perturbation.
13. The method of claim 8 , wherein the perturbation is slight.
14. The method of claim 1 , wherein the observed vehicle is traveling in front of the autonomous vehicle.
15. A non-transitory computer-readable medium storing instructions executable by one or more processors for performing a method, comprising:
introducing a perturbation to a yaw value of an autonomous vehicle, wherein the perturbation causes a movement of the autonomous vehicle;
detecting, with a radar detection unit, a lateral speed of an observed vehicle in a driving environment of the autonomous vehicle;
determining whether the detected lateral speed of the observed vehicle is within a range of expected lateral speeds of the observed vehicle;
determining that the radar detection unit is operating outside of normal operating parameters if the observed lateral speeds are not within the range of expected lateral speeds; and
performing an action in response to determining that the radar detection unit is operating outside of normal operating parameters.
16. The computer-readable medium of claim 15 , wherein the perturbation includes a turn of a steering wheel of the autonomous vehicle, the turn being slight.
17. The computer-readable medium of claim 15 , wherein the expected range of lateral speeds includes a direction and a magnitude.
18. The computer-readable medium of claim 17 , wherein the magnitude is relative to a distance between the observed vehicle and the autonomous vehicle.
19. The computer-readable medium of claim 17 , wherein the direction of the expected range of lateral speeds is opposite a direction of the perturbation.
20. The computer-readable medium of claim 15 , wherein the observed vehicle is traveling in front of the autonomous vehicle.