Brake preload system for autonomous vehicles
Vehicles according to at least some embodiments of the disclosure include a sensor, and a computing device comprising at least one hardware processing unit. The computing device is programmed to perform operations comprising capturing an image with the sensor, identifying an object in the image, and in response to an accuracy of the identification meeting a first criterion, pre-loading a braking system of the autonomous vehicle. In some aspects, the computing device may predict that an object not currently within a path of the vehicle has a probability of entering the path of the vehicle that meets a second criterion. When the probability of entering the path meets the second criterion, some of the disclosed embodiments may pre-load the braking system.
1. An apparatus, comprising:
at least one processor programmed to perform operations comprising:
accessing first sensor data captured by at least one sensor of an autonomous vehicle, the first sensor data indicating an object in an environment of the autonomous vehicle;
using the first sensor data, determining that a confidence associated with the object is less than a braking threshold; and
based at least in part on the determining that the confidence associated with the object is less than the braking threshold, modifying a vehicle braking system of the autonomous vehicle to a pre-loaded state.
2. The apparatus of claim 1 , the operations further comprising, after modifying the vehicle braking system of the autonomous vehicle to the pre-loaded state, determining an updated confidence associated with the object.
3. The apparatus of claim 2 , the updated confidence being based at least in part on second sensor data captured by the at least one sensor of the autonomous vehicle.
4. The apparatus of claim 3 , the first sensor data being captured by a first sensor of the autonomous vehicle, and the second sensor data being captured by a second sensor of the autonomous vehicle different than the first sensor of the autonomous vehicle.
5. The apparatus of claim 3 , the first sensor data being captured by a first sensor of the autonomous vehicle during a first sweep, and the second sensor data being captured by a first sensor of the autonomous vehicle during a second sweep of the first sensor.
6. The apparatus of claim 2 , after determining that the confidence associated with the object is less than the braking threshold, performing an additional operation using the first sensor data, the updated confidence being based at least in part on the additional operation.
7. The apparatus of claim 2 , the updated confidence being greater than the braking threshold, and the operations further comprising modifying the vehicle braking system of the autonomous vehicle from the pre-loaded state to increase a braking force applied by the vehicle braking system.
8. The apparatus of claim 2 , the updated confidence being less than the braking threshold the operations further comprising modifying the vehicle braking system of the autonomous vehicle from the pre-loaded state to decrease a braking force applied by the vehicle braking system.
9. The apparatus of claim 2 , the updated confidence being less than the braking threshold the operations further comprising modifying the vehicle braking system of the autonomous vehicle from the pre-loaded state to a quiescent state.
10. The apparatus of claim 1 , the operations further comprising determining that the confidence associated with the object and the first sensor data is greater than a pre-load threshold, the modifying of the vehicle braking system of the autonomous vehicle to the pre-loaded state also being based at least in part on the determining that the confidence associated with the object and the first sensor data is greater than the pre-load threshold.
11. The apparatus of claim 1 , the operations further comprising maintaining a braking force of the vehicle braking system below a threshold force while the vehicle braking system of the autonomous vehicle is in the pre-loaded state.
12. The apparatus of claim 1 , the operations further comprising increasing a braking force of the vehicle braking system while the vehicle braking system is in the pre-loaded state.
13. The apparatus of claim 1 , the operations further comprising maintaining a velocity of the autonomous vehicle while the vehicle braking system is in the pre-loaded state.
14. A method for operating an autonomous vehicle, comprising:
accessing, by at least one processor, first sensor data captured by at least one sensor of the autonomous vehicle, the first sensor data indicating an object in an environment of the autonomous vehicle;
using the first sensor data, determining, by the at least one processor, that a confidence associated with the object is less than a braking threshold; and
based at least in part on the determining that the confidence associated with the object is less than the braking threshold, modifying a vehicle braking system of the autonomous vehicle to a pre-loaded state.
15. The method of claim 14 , further comprising, after modifying the vehicle braking system of the autonomous vehicle to the pre-loaded state, determining an updated confidence associated with the object.
16. The method of claim 15 , the updated confidence being greater than the braking threshold, the method further comprising modifying the vehicle braking system of the autonomous vehicle from the pre-loaded state to increase a braking force applied by the vehicle braking system.
17. The method of claim 15 , the updated confidence being less than the braking threshold, the method further comprising modifying the vehicle braking system of the autonomous vehicle from the pre-loaded state to decrease a braking force applied by the vehicle braking system.
18. The method of claim 15 , the updated confidence being less than the braking threshold, the method further comprising modifying the vehicle braking system of the autonomous vehicle from the pre-loaded state to a quiescent state.
19. The method of claim 14 , further comprising determining, by the at least one processor, that the confidence associated with the object and the first sensor data is greater than a pre-load threshold, the modifying of the vehicle braking system of the autonomous vehicle to the pre-loaded state also being based at least in part on the determining that the confidence associated with the object and the first sensor data is greater than the pre-load threshold.
20. A non-transitory computer readable storage medium comprising instructions thereon that, when executed, configure one or more processors to perform operations comprising:
accessing first sensor data captured by at least one sensor of an autonomous vehicle, the first sensor data indicating an object in an environment of the autonomous vehicle;
using the first sensor data, determining that a confidence associated with the object is less than a braking threshold; and
based at least in part on the determining that the confidence associated with the object is less than the braking threshold, modifying a vehicle braking system of the autonomous vehicle to a pre-loaded state.