Systems and methods for implementing multimodal safety operations with an autonomous agent
A system and method includes an autonomous agent having a communication interface that enables the autonomous agent to communicate with a plurality of infrastructure sensing devices; a plurality of distinct health monitors that monitor distinct operational aspects of the autonomous agent; an autonomous state machine that computes a plurality of allowed operating states of the autonomous agent based on inputs from the plurality of distinct health monitors; a plurality of distinct autonomous controllers that generate a plurality of distinct autonomous control instructions; and an arbiter of autonomous control instructions that: collects, as a first input, the plurality of autonomous control instructions generated by each of the plurality of distinct autonomous controllers; collects, as a second input, data relating to the plurality of allowed operating state of the autonomous agent; and selectively enables only a subset of the autonomous control instructions to pass to driving components of the autonomous agent.
1. A method for operating an autonomous agent, the method comprising:
during operation of the autonomous agent in a first operation mode, collecting a set of data from a set of sources;
determining an operating state of the autonomous agent based on the set of data, wherein the operating state is indicative of a set of capabilities associated with the autonomous agent;
mapping the operating state to a second operation mode;
switching a control of the autonomous agent from the first operation mode to the second operation mode; and
simulating a set of trajectories associated with the second operation mode.
2. The method of claim 1 , wherein mapping the operating state to the second operation mode comprises determining a highest level of autonomous operation satisfied by the set of data.
3. The method of claim 1 , wherein the first operation mode and the second operation mode each relate to distinct levels of autonomous operation within an autonomous operation cascade comprising a plurality of distinct levels of autonomous operation.
4. The method of claim 1 , wherein determining the operating state comprises determining a set of capabilities of a plurality of devices associated with the autonomous agent.
5. The method of claim 4 , wherein the plurality of devices associated with the autonomous agent comprise an onboard sensor system.
6. The method of claim 1 , wherein the set of sources comprises one or more offboard data sources.
7. The method of claim 1 , further comprising controlling the autonomous agent based on a simulated trajectory of the set of trajectories having a highest probability of occurring.
8. The method of claim 1 , wherein determining the operating state of the autonomous agent based on the set of data comprises determining a set of health values of one or more features of the autonomous agent.
9. The method of claim 1 , wherein switching between modes comprises selectively activating a subset of a plurality of instruction filters.
10. A system for operating an autonomous agent, the system comprising:
a set of health monitors in communication with a set of sensors, wherein each health monitor of the set of health monitors computes a set of outputs;
a state machine that determines an autonomy level, wherein determining the autonomy level comprises mapping the sets of outputs to a set of expected health statistics; and
an arbiter that selectively permits a subset of autonomous control instructions received from a plurality of distinct planning modules to reach the autonomous agent based on the autonomy level.
11. The system of claim 10 , wherein the set of outputs comprises a sensor health of a sensor of the autonomous agent.
12. The system of claim 10 , wherein the set of expected health statistics comprises a set of minimum capabilities associated with each of a set of distinct autonomy levels.
13. The system of claim 10 , wherein the arbiter comprises selection circuitry comprising a switch that operably switches between autonomous control instructions based on the autonomy level.
14. The system of claim 10 , wherein the plurality of distinct planning modules comprise a multi-policy decision-making module configured to:
generate a plurality of behavioral policies; and
select a subset of the behavioral policies to execute as control instructions.
15. The system of claim 10 , wherein the arbiter is further configured to switch an operation mode of the autonomous agent based on the autonomy level determined by the state machine.
16. The system of claim 10 , wherein selectively permitting the subset of autonomous control instructions to reach the autonomous agent comprises mapping the control instructions to the autonomy level.
17. The system of claim 10 , wherein the autonomous agent operates within a defined zone of operation comprising a structured route of the autonomous agent.
18. The system of claim 10 , wherein the plurality of distinct planning modules:
generate sets of autonomous control instructions based on data streams received from the set of sensors; and
selectively accept and reject data streams from each of the set of sensors based on the set of outputs computed by the health monitors.
19. The system of claim 10 , wherein mapping the set of outputs to the set of expected health statistics comprises determining a highest level of autonomous operation satisfied by the set of outputs.
20. A method for operating an autonomous agent, the method comprising:
during operation of the autonomous agent in a first operation mode, collecting a set of data from a set of sources;
determining an operating state of the autonomous agent based on the set of data, wherein the operating state is indicative of a set of capabilities associated with the autonomous agent;
mapping the operating state to a second operation mode;
switching a control of the autonomous agent from the first operation mode to the second operation mode, wherein switching between modes comprises selectively activating a subset of a plurality of instruction filters.