Modifying the behavior of an autonomous vehicle using context based parameter switching
A vehicle configured to operate in an autonomous mode may operate a sensor to determine an environment of the vehicle. The sensor may be configured to obtain sensor data of a sensed portion of the environment. The sensed portion may be defined by a sensor parameter. Based on the environment of the vehicle, the vehicle may select at least one parameter value for the at least one sensor parameter such that the sensed portion of the environment corresponds to a region of interest. The vehicle may operate the sensor, using the selected at least one parameter value for the at least one sensor parameter, to obtain sensor data of the region of interest, and control the vehicle in the autonomous mode based on the sensor data of the region of interest.
1. A method, comprising:
determining a region of interest of an environment of a vehicle, wherein the vehicle is configured to operate in an autonomous mode, and wherein the vehicle includes a radar system;
selecting, for the radar system, at least a first sensor parameter for a first direction from the vehicle and a second sensor parameter for a second direction from the vehicle based on the region of interest;
operating the radar system, using the first sensor parameter and the second sensor parameter, to obtain sensor data of the region of interest, wherein the first sensor parameter causes the radar system to obtain sensor data in a first range of distances from the vehicle in the first direction, wherein the second sensor parameter causes the radar system to obtain sensor data in a second range of distances from the vehicle in the second direction, wherein the second range of distances includes longer distances than the first range of distances; and
controlling the vehicle in the autonomous mode based on the sensor data of the region of interest.
2. The method of claim 1 , wherein the first direction corresponds to a first angular range and the second direction corresponds to a second angular range.
3. The method of claim 1 , wherein the first direction corresponds to a first range of heights and the second direction corresponds to a second range of heights.
4. The method of claim 1 , wherein determining the region of interest comprises determining the region of interest based on an object in the environment.
5. The method of claim 1 , wherein determining the region of interest comprises determining the region of interest based on an activity of an object in the environment.
6. The method of claim 1 , wherein determining the region of interest comprises determining the region of interest based on an activity of the vehicle.
7. The method of claim 1 , wherein determining the region of interest comprises determining the region of interest based on a type of road on which the vehicle is operating.
8. The method of claim 1 , wherein the first sensor parameter comprises a first distance parameter and the second sensor parameter comprises a second distance parameter.
9. A vehicle, comprising:
a radar system; and
a computer system configured to perform operations comprising:
determining a region of interest of an environment of the vehicle;
selecting, for the radar system, at least a first sensor parameter for a first direction from the vehicle and a second sensor parameter for a second direction from the vehicle based on the region of interest;
operating the radar system, using the first sensor parameter and the second sensor parameter, to obtain sensor data of the region of interest, wherein the first sensor parameter causes the radar system to obtain sensor data in a first range of distances from the vehicle in the first direction, wherein the second sensor parameter causes the radar system to obtain sensor data in a second range of distances from the vehicle in the second direction, wherein the second range of distances includes longer distances than the first range of distances; and
controlling the vehicle based on the sensor data of the region of interest.
10. The vehicle of claim 9 , wherein the first direction corresponds to a first angular range and the second direction corresponds to a second angular range.
11. The vehicle of claim 9 , wherein the first direction corresponds to a first range of heights and the second direction corresponds to a second range of heights.
12. The vehicle of claim 9 , wherein determining the region of interest comprises determining the region of interest based on an object in the environment.
13. The vehicle of claim 9 , wherein determining the region of interest comprises determining the region of interest based on an activity of an object in the environment.
14. The vehicle of claim 9 , wherein determining the region of interest comprises determining the region of interest based on an activity of the vehicle.
15. The vehicle of claim 9 , wherein determining the region of interest comprises determining the region of interest based on a type of road on which the vehicle is operating.
16. The vehicle of claim 9 , wherein the first sensor parameter comprises a first distance parameter and the second sensor parameter comprises a second distance parameter.
17. A non-transitory computer readable medium having stored therein instructions executable by a computer system to cause the computer system to perform operations comprising:
determining a region of interest of an environment of a vehicle, wherein the vehicle is configured to operate in an autonomous mode, and wherein the vehicle includes a radar system;
selecting, for the radar system, at least a first sensor parameter for a first direction from the vehicle and a second sensor parameter for a second direction from the vehicle based on the region of interest;
operating the radar system, using the first sensor parameter and the second sensor parameter, to obtain sensor data of the region of interest, wherein the first sensor parameter causes the radar system to obtain sensor data in a first range of distances from the vehicle in the first direction, wherein the second sensor parameter causes the radar system to obtain sensor data in a second range of distances from the vehicle in the second direction, wherein the second range of distances includes longer distances than the first range of distances; and
controlling the vehicle in the autonomous mode based on the sensor data of the region of interest.
18. The non-transitory computer readable medium of claim 17 , wherein the first direction corresponds to a first angular range and the second direction corresponds to a second angular range.
19. The non-transitory computer readable medium of claim 17 , wherein determining the region of interest comprises at least one of determining the region of interest based on an object in the environment, determining the region of interest based on an activity of an object in the environment, determining the region of interest based on an activity of the vehicle, or determining the region of interest based on a type of road on which the vehicle is operating.
20. The non-transitory computer readable medium of claim 17 , wherein the first sensor parameter comprises a first distance parameter and the second sensor parameter comprises a second distance parameter.