Systems and Methods for Autonomous Vehicle Controls
Systems and methods for controlling an autonomous vehicle are provided. The systems and methods can provide for: obtaining data indicative of a plurality of objects in an environment of the autonomous vehicle; entering, based on an ability associated with an autonomy system of the autonomous vehicle, an operation mode having a vehicle speed restriction; and controlling operation of the autonomous vehicle based on the vehicle speed restriction of the operation mode.
1 . A method to control operation of an autonomous vehicle, comprising:
obtaining data indicative of a plurality of objects in an environment of the autonomous vehicle;
entering, based on an ability associated with an autonomy system of the autonomous vehicle, an operation mode having a vehicle speed restriction; and
controlling operation of the autonomous vehicle based on the vehicle speed restriction of the operation mode.
2 . The method of claim 1 , further comprising:
determining a total quantity of the plurality of objects in the environment of the autonomous vehicle; and
entering the operation mode based on determining that the total quantity of the plurality of objects in the environment of the autonomous vehicle exceeds a threshold quantity of objects.
3 . The method of claim 2 , wherein the threshold quantity of objects is based on the ability associated with the autonomy system of the autonomous vehicle.
4 . The method of claim 1 , further comprising:
determining one or more clusters of the plurality of objects based on the data indicative of the plurality of objects;
determining a total quantity of objects in at least one of the one or more clusters; and
entering the operation mode having the vehicle speed restriction based on determining that the total quantity of objects in the at least one of the one or more clusters exceeds a threshold quantity of objects.
5 . The method of claim 4 , further comprising grouping one or more objects of the plurality of objects that are less than a threshold distance from one another into a respective cluster of the one or more clusters.
6 . The method of claim 4 , further comprising determining that an area of at least one of the one or more clusters is greater than a threshold area.
7 . The method of claim 1 , wherein the plurality of objects comprises a plurality of pedestrians or bicyclists.
8 . The method of claim 1 , further comprising pruning one or more objects of the plurality of objects from a prediction or motion planning analysis based on the plurality of objects being positioned at a distance greater than a threshold distance from the autonomous vehicle.
9 . The method of claim 1 , further comprising:
determining a distance between one or more objects of the plurality of objects and the autonomous vehicle; and
determining the vehicle speed restriction based on the distance.
10 . The method of claim 9 , wherein the vehicle speed restriction is based on the distance between one or more objects of the plurality of objects and the autonomous vehicle.
11 . The method of claim 1 , wherein the operation mode comprises one or more limited operational capabilities, the one or more limited operational capabilities comprising the vehicle speed restriction.
12 . The method of claim 11 , wherein the environment comprises an intersection and the one or more limited operational capabilities comprises a right turn on red restriction.
13 . The method of claim 11 , wherein the environment comprises an intersection and the one or more limited operational capabilities comprises an unprotected left turn restriction.
14 . An autonomous vehicle (AV) computing system, comprising:
one or more processors; and
one or more tangible, non-transitory, computer-readable media that store instructions for execution by the one or more processors to cause the one or more processors to perform operations, the operations comprising:
obtaining data indicative of a plurality of objects in an environment of the autonomous vehicle;
entering, based on an ability associated with an autonomy system of the autonomous vehicle, an operation mode having a vehicle speed restriction; and
controlling operation of the autonomous vehicle based on the vehicle speed restriction of the operation mode.
15 . The AV computing system of claim 14 , wherein the operations further comprise:
determining a total quantity of the plurality of objects in the environment of the autonomous vehicle; and
entering the operation mode based on determining that the total quantity of the plurality of objects in the environment of the autonomous vehicle exceeds a threshold quantity of objects.
16 . The AV computing system of claim 15 , wherein the threshold quantity of objects is based on the ability associated with the autonomy system of the autonomous vehicle.
17 . The AV computing system of claim 14 , wherein the operation mode comprises one or more limited operational capabilities, the one or more limited operational capabilities comprising the vehicle speed restriction.
18 . The AV computing system of claim 14 , wherein the operations further comprise:
determining one or more clusters of the plurality of objects based on the data indicative of the plurality of objects;
determining a total quantity of objects in at least one of the one or more clusters; and
entering the operation mode having the vehicle speed restriction based on determining that the total quantity of objects in the at least one of the one or more clusters exceeds a threshold quantity of objects.
19 . The AV computing system of claim 14 , wherein the plurality of objects comprises a plurality of pedestrians or bicyclists.
20 . An autonomous vehicle, comprising:
one or more processors; and
one or more tangible, non-transitory, computer-readable media that store instructions for execution by the one or more processors to cause the one or more processors to perform operations, the operations comprising:
obtaining data indicative of a plurality of objects in an environment of the autonomous vehicle;
entering, based on an ability associated with an autonomy system of the autonomous vehicle, an operation mode having a vehicle speed restriction; and
controlling operation of the autonomous vehicle based on the vehicle speed restriction of the operation mode.