Driver feedback alerts based upon monitoring use of autonomous vehicle operation features
Methods and systems for monitoring use, determining risk, and alerting an operator of a vehicle having one or more autonomous (and/or semi-autonomous) operation features are provided. According to certain aspects, operating data from sensors within the vehicle may be used to determine risks associated with use of the features, which may include use at particular levels or with certain settings. The risk levels may be compared with warning thresholds to determine whether safe operation may be maintained under the operating conditions. When the risk levels exceed a threshold, a warning may be generated and presented to the vehicle operator, which may include information regarding the risks. The vehicle operator may then change the use levels or select an option to change the use levels of the features. The response of the vehicle operator may be used to determine or adjust aspects of an insurance policy associated with the vehicle.
1. A computer-implemented method for monitoring autonomous operation features, the method comprising:
identifying, by one or more processors, current use levels of one or more autonomous operation features of a vehicle during an operation of the vehicle;
collecting, by the one or more processors, sensor data and vehicle control data associated with the operation of the vehicle;
determining, by the one or more processors, control decisions generated by the one or more autonomous operation features based upon the collected sensor data and the vehicle control data;
generating, by the one or more processors, operating data regarding the operation of the vehicle including (i) environmental data indicating conditions within an operating environment in which the vehicle is operating, and (ii) the control decisions generated by the one or more autonomous operation features;
receiving, by the one or more processors, communication data from one or more external sources including information regarding the conditions within the operating environment;
determining, by the one or more processors, a current risk level associated with the operation of the vehicle in the operating environment according to the current use levels and based upon the operating data and the communication data;
determining, by the one or more processors, that the current risk level has exceeded a warning threshold; and
presenting, by the one or more processors, an alert to an operator of the vehicle to indicate that the current risk level has exceeded the warning threshold.
2. The computer-implemented method of claim 1 , wherein:
the operating environment includes an upcoming environment at an upcoming location along a route that the vehicle is currently traversing; and
the communication data include information regarding conditions within the upcoming environment.
3. The computer-implemented method of claim 2 , wherein determining the current risk level further includes determining the current risk level as an indication of a level of risk from the operation of the vehicle in the upcoming environment according to the current use levels and based upon the operating data and the communication data.
4. The computer-implemented method of claim 1 , further comprising:
determining, by the one or more processors, one or more alternative use levels of the one or more autonomous operation features of the vehicle; and
determining, by the one or more processors, one or more alternative risk levels associated with the operation of the vehicle in the operating environment according to the one or more alternative use levels and based upon the operating data and the communication data, wherein the warning threshold is based upon the one or more alternative risk levels.
5. The computer-implemented method of claim 4 , wherein the warning threshold is a sum of (i) an optimal risk level indicating a lowest risk of the one or more alternative risk levels and (ii) a fixed value greater than zero.
6. The computer-implemented method of claim 1 , wherein:
determining the current risk level further includes determining a plurality of current risk levels, each of the plurality of current risk levels being associated with a predicted risk of a separate type of vehicle incident; and
determining that the current risk level has exceeded the warning threshold includes determining that at least one of the plurality of current risk levels has exceeded a corresponding warning threshold of a plurality of warning thresholds.
7. The computer-implemented method of claim 1 , wherein the operating data exclude information regarding the operator of the vehicle.
8. The computer-implemented method of claim 1 , wherein the alert to the operator of the vehicle includes an indication of a factor causing the current risk level to exceed the warning threshold.
9. The computer-implemented method of claim 8 , further comprising:
presenting, by the one or more processors, a recommendation regarding a change to the current use levels to reduce risks associated with the operation of the vehicle in the operating environment;
receiving, by the one or more processors, a selection by the operator of the vehicle to implement the recommendation; and
causing, by the one or more processors, the change to the current use levels of the one or more autonomous operation features of the vehicle based upon the selection.
10. The computer-implemented method of claim 9 , further comprising causing, by the one or more processors, an adjustment to be made to an insurance policy associated with the vehicle based at least in part upon the change to the current use levels of the one or more autonomous operation features, wherein the adjustment to the insurance policy includes at least one of a discount or a reward associated with the insurance policy.
11. A computer system for real-time monitoring of autonomous operation features, the system comprising:
one or more processors; and
a program memory coupled to the one or more processors and storing executable instructions that, when executed by the one or more processors, cause the computer system to:
identify current use levels of one or more autonomous operation features of a vehicle during an operation of the vehicle;
collect sensor data and vehicle control data associated with the operation of the vehicle;
determining control decisions generated by the one or more autonomous operation features based upon the collected sensor data and the vehicle control data;
generate operating data regarding the operation of the vehicle including (i) environmental data indicating conditions within an operating environment in which the vehicle is operating, and (ii) the control decisions generated by the one or more autonomous operation features;
receive communication data from one or more external sources including information regarding the conditions within the operating environment;
determine a current risk level associated with the operation of the vehicle in the operating environment according to the current use levels and based upon the operating data and the communication data;
determine that the current risk level has exceeded a warning threshold; and
present an alert to an operator of the vehicle to indicate that the current risk level has exceeded the warning threshold.
12. The computer system of claim 11 , wherein:
the operating environment includes an upcoming environment at an upcoming location along a route that the vehicle is currently traversing; and
the communication data include information regarding conditions within the upcoming environment.
13. The computer system of claim 12 , wherein the instructions that, when executed by the one or more processors, cause the computer system to determine the current risk level further include instructions that, when executed by the one or more processors, cause the computer system to determine the current risk level as an indication of a level of risk from the operation of the vehicle in the upcoming environment according to the current use levels and based upon the operating data and the communication data.
14. The computer system of claim 11 , wherein the instructions that, when executed by the one or more processors, further cause the computer system to:
determine one or more alternative use levels of the one or more autonomous operation features of the vehicle; and
determine one or more alternative risk levels associated with the operation of the vehicle in the operating environment according to the one or more alternative use levels and based upon the operating data and the communication data, wherein the warning threshold is based upon the one or more alternative risk levels.
15. The computer system of claim 11 , wherein the alert to the operator of the vehicle includes an indication of a factor causing the current risk level to exceed the warning threshold.
16. A tangible, non-transitory computer-readable medium comprising executable instructions for monitoring autonomous operation features that, when executed by at least one processor of a computer system, cause the computer system to:
identify current use levels of one or more autonomous operation features of a vehicle during an operation of the vehicle;
collect sensor data and vehicle control data associated with the operation of the vehicle;
determine, by the one or more processors, control decisions generated by the one or more autonomous operation features based upon the collected sensor data and the vehicle control data;
generate operating data regarding the operation of the vehicle including (i) environmental data indicating conditions within an operating environment in which the vehicle is operating, and (ii) the control decisions generated by the one or more autonomous operation features;
receive communication data from one or more external sources including information regarding the conditions within the operating environment;
determine a current risk level associated with the operation of the vehicle in the operating environment according to the current use levels and based upon the operating data and the communication data;
determine that the current risk level has exceeded a warning threshold; and
present an alert to an operator of the vehicle to indicate that the current risk level has exceeded the warning threshold.
17. The tangible, non-transitory computer-readable medium of claim 16 , wherein:
the operating environment includes an upcoming environment at an upcoming location along a route that the vehicle is currently traversing; and
the communication data include information regarding conditions within the upcoming environment.
18. The tangible, non-transitory computer-readable medium of claim 17 , wherein the instructions that, when executed by the at least one processor, cause the computer system to determine the current risk level further comprise instructions that, when executed by the at least one processor, cause the computer system to determine the current risk level as an indication of a level of risk from the operation of the vehicle in the upcoming environment according to the current use levels and based upon the operating data and the communication data.
19. The tangible, non-transitory computer-readable medium of claim 16 , further comprising instructions that, when executed by the at least one processor, cause the computer system to:
determine one or more alternative use levels of the one or more autonomous operation features of the vehicle; and
determine one or more alternative risk levels associated with the operation of the vehicle in the operating environment according to the one or more alternative use levels and based upon the operating data and the communication data, wherein the warning threshold is based upon the one or more alternative risk levels.
20. The tangible, non-transitory computer-readable medium of claim 16 , wherein the alert to the operator of the vehicle includes an indication of a factor causing the current risk level to exceed the warning threshold.