Planning autonomous motion
Among other things, planning a motion of a machine having moving capabilities is based on strategic guidelines derived from various basic principles, such as laws, ethics, preferences, driving experiences, and road environments.
1. An apparatus comprising:
a storage for instructions;
a network interface in communication with a machine having one or more autonomous motion capabilities and configured to receive data associated with one or more motion actions of the machine; and
a processor to operate according to the instructions stored in the storage to:
analyze the data associated with the one or more motion actions of the machine, the data comprising a starting position and an ending position corresponding to the one or more motion actions of the machine;
identify a plurality of candidate trajectories for the machine to traverse through an environment based on the analyzing, wherein a candidate trajectory of the plurality of candidate trajectories comprises a plurality of motion actions for the machine;
evaluate a cost of each of the plurality of the candidate trajectories for the machine, wherein evaluating the cost of a candidate trajectory of the plurality of the candidate trajectories comprises:
identifying one or more strategic guidelines that are applicable to movement of the machine in the environment, wherein a strategic guideline corresponds to at least one environmental condition and specifies a target action corresponding to the at least one environmental condition,
comparing motion factors corresponding to each of a plurality of motion actions included in the candidate trajectory to strategic factors specified in the one or more strategic guidelines,
in response to the comparing, determining deviation metrics of the plurality of motion actions from the strategic factors, and
computing the cost of the candidate trajectory by aggregating the deviation metrics;
select a candidate trajectory of the plurality of the candidate trajectories based on evaluating respective costs; and
provide data that causes the machine to move from the starting position to the ending position in accordance with a sequence of motion actions of the selected candidate trajectory.
2. The apparatus of claim 1 , wherein analyzing the data comprises at least one of:
parsing one or more texts describing a basic principle, wherein a basic principle comprises a law, a regulation, a principle of ethics, a motion environment, an operation experience, a previously inferred logical expression, or a preference, or a combination of two or more of them, or
inferring one or more conditions corresponding to the environment and one or more proper motion actions associated with the one or more conditions.
3. The apparatus of claim 1 , wherein the network interface is configured to receive sensor data from one or more sensors associated with the machine, and
wherein analyzing the data comprises:
determining one or more objects in the sensor data, the one or more objects detected by the one or more sensors in the environment; and
inferring a logical relation between at least two of the one or more objects, or between two events, or between two times associated with the at least two objects, or combinations of them.
4. The apparatus of claim 1 , wherein identifying one or more strategic guidelines comprises statistically evaluating occurrences of environmental conditions and corresponding target actions, and deviations from the corresponding target actions, and
wherein the processor is configured to adjust the one or more strategic guidelines based on the occurrences.
5. The apparatus of claim 1 , wherein the environment is associated with at least one of the starting position or the ending position, and
wherein analyzing the data associated with the one or more motion actions of the machine comprises analyzing map information of the environment.
6. The apparatus of claim 1 , wherein analyzing map information of the environment comprises:
determining one or more non-drivable regions of the environment; and
identifying the plurality of candidate trajectories by excluding the one or more non-drivable regions of the environment.
7. The apparatus of claim 1 , wherein the one or more motion actions of the machine comprises one or more of acceleration, speed maintenance, deceleration, orientation change, stoppage, adhering to traffic rules, or collision avoidance.
8. The apparatus of claim 1 , wherein evaluating the cost of each of the plurality of the candidate trajectories for the machine further comprises selecting a cost function from one of:
a binary indicator indicating if a motion action satisfies a strategic guideline or all the strategic guidelines of a priority group, or
a numerical score characterizing the degree of deviation of a motion action from a strategic guideline or from all the strategic guidelines of a priority group.
9. The apparatus of claim 1 , wherein the machine comprises a vehicle.
10. A method comprising:
receiving, by at least one processor, data indicating a starting position and an ending position corresponding to one or more motion actions of a machine;
analyzing, by the at least one processor, map information of an environment corresponding to the starting position and the ending position;
identifying, by the at least one processor, a plurality of candidate trajectories for the machine to traverse through the environment based in response to the analyzing, wherein a candidate trajectory of the plurality of candidate trajectories comprises a plurality of motion actions of the machine;
evaluating, by the at least one processor, a cost of each of the plurality of the candidate trajectories for the machine, wherein evaluating the cost of a candidate trajectory of the plurality of the candidate trajectories comprises:
identifying one or more strategic guidelines that are applicable to movement of the machine in the environment, wherein a strategic guideline corresponds to at least one environmental condition and specifies a target action corresponding to the at least one environmental condition,
comparing motion factors corresponding to each of a plurality of motion actions included in the candidate trajectory to strategic factors specified in the one or more strategic guidelines,
in response to the comparing, determining deviation metrics of the plurality of motion actions from the strategic factors, and
computing the cost of the candidate trajectory by aggregating the deviation metrics;
selecting, by the at least one processor, a candidate trajectory of the plurality of the candidate trajectories based on evaluating respective costs; and
providing, by the at least one processor, data that causes the machine to move from the starting position to the ending position in accordance with a sequence of motion actions of the selected candidate trajectory.
11. The method of claim 10 , wherein analyzing the data comprises at least one of:
parsing one or more texts describing a basic principle, wherein a basic principle comprises a law, a regulation, a principle of ethics, a motion environment, an operation experience, a previously inferred logical expression, or a preference, or a combination of two or more of them, or
inferring one or more conditions corresponding to the environment and one or more proper motion actions associated with the one or more conditions.
12. The method of claim 10 , further comprising receiving sensor data from one or more sensors associated with the machine, wherein analyzing the data comprises:
determining one or more objects in the sensor data, the one or more objects detected by the one or more sensors in the environment; and
inferring a logical relation between at least two of the one or more objects, or between two events, or between two times associated with the at least two objects, or combinations of them.
13. The method of claim 10 , wherein identifying one or more strategic guidelines comprises statistically evaluating occurrences of environmental conditions and corresponding target actions, and deviations from the corresponding target actions, and
wherein the method further comprises adjusting the one or more strategic guidelines based on the occurrences.
14. The method of claim 10 , wherein analyzing map information of the environment comprises:
determining one or more non-drivable regions of the environment; and
identifying the plurality of candidate trajectories by excluding the one or more non-drivable regions of the environment.
15. The method of claim 10 , wherein the one or more motion actions of the machine comprises one or more of acceleration, speed maintenance, deceleration, orientation change, stoppage, adhering to traffic rules, or collision avoidance.
16. The method of claim 10 , wherein evaluating the cost of each of the plurality of the candidate trajectories for the machine further comprises selecting a cost function from one of:
a binary indicator indicating if a motion action satisfies a strategic guideline or all the strategic guidelines of a priority group, or
a numerical score characterizing the degree of deviation of a motion action from a strategic guideline or from all the strategic guidelines of a priority group.
17. The method of claim 10 , wherein the machine comprises a vehicle.
18. Non-transitory machine readable media storing instructions that, when executed, cause one or more processors to perform operations comprising:
receiving data indicating a starting position and an ending position corresponding to one or more motion actions of a machine;
analyzing map information of an environment corresponding to the starting position and the ending position;
identifying a plurality of candidate trajectories for the machine to traverse through the environment based in response to the analyzing, wherein a candidate trajectory of the plurality of candidate trajectories comprises a plurality of motion actions of the machine;
evaluating a cost of each of the plurality of the candidate trajectories for the machine, wherein evaluating the cost of a candidate trajectory of the plurality of the candidate trajectories comprises:
identifying one or more strategic guidelines that are applicable to movement of the machine in the environment, wherein a strategic guideline corresponds to at least one environmental condition and specifies a target action corresponding to the at least one environmental condition,
comparing motion factors corresponding to each of a plurality of motion actions included in the candidate trajectory to strategic factors specified in the one or more strategic guidelines,
in response to the comparing, determining deviation metrics of the plurality of motion actions from the strategic factors, and
computing the cost of the candidate trajectory by aggregating the deviation metrics;
selecting a candidate trajectory of the plurality of the candidate trajectories based on evaluating respective costs; and
providing data that causes the machine to move from the starting position to the ending position in accordance with a sequence of motion actions of the selected candidate trajectory.
19. The non-transitory machine readable media of claim 18 , wherein the operations further comprise receiving sensor data from one or more sensors associated with the machine, and
wherein analyzing the data comprises:
determining one or more objects in the sensor data, the one or more objects detected by the one or more sensors in the environment; and
inferring a logical relation between at least two of the one or more objects, or between two events, or between two times associated with the at least two objects, or combinations of them.
20. The non-transitory machine readable media of claim 18 , wherein analyzing map information of the environment comprises:
determining one or more non-drivable regions of the environment; and
identifying the plurality of candidate trajectories by excluding the one or more non-drivable regions of the environment.
21. The non-transitory machine readable media of claim 18 , wherein the one or more motion actions of the machine comprises one or more of acceleration, speed maintenance, deceleration, orientation change, stoppage, adhering to traffic rules, or collision avoidance.
22. The non-transitory machine readable media of claim 18 , wherein evaluating the cost of each of the plurality of the candidate trajectories for the machine further comprises selecting a cost function from one of:
a binary indicator indicating if a motion action satisfies a strategic guideline or all the strategic guidelines of a priority group, or
a numerical score characterizing the degree of deviation of a motion action from a strategic guideline or from all the strategic guidelines of a priority group.
23. The non-transitory machine readable media of claim 18 , wherein the machine comprises a vehicle.