Route risk mitigation
A method is disclosed for analyzing historical accident information to adjust driving actions of an autonomous vehicle over a travel route in order to avoid accidents which have occurred over the travel route. Historical accident information for the travel route can be analyzed to, for example, determine accident types which occurred over the travel route and determine causes and/or probable causes of the accident types. In response to determining accident types and causes/probable causes of the accident types over the travel route, adjustments can be made to the driving actions planned for the autonomous vehicle over the travel route. In addition, in an embodiment, historical accident information can be used to analyze available travel routes and select a route which presents less risk of accident than others.
1. A method, comprising:
receiving, by an autonomous driving system of an autonomous vehicle, vehicle travel information corresponding to driving conditions being experienced by the autonomous vehicle during travel to a destination, wherein the vehicle travel information comprises sensor information received from one or more vehicle sensors associated with the autonomous driving system;
receiving, by the autonomous driving system of the autonomous vehicle, travel route information identifying a first travel route for the autonomous vehicle to the destination and a second travel route for the autonomous vehicle to the destination;
determining, by the autonomous driving system of the autonomous vehicle, a first route risk value for the first travel route and a second route risk value for the second travel route, wherein the determining the first route risk value and the second route risk value is based on:
a direction of travel through at least one road segment of the first travel route and at least one road segment of the second travel route, and
the vehicle travel information corresponding to the driving conditions being experienced by the autonomous vehicle;
selecting, by the autonomous driving system of the autonomous vehicle and based on comparing the first route risk value to the second route risk value, a travel route of the first travel route and the second travel route having less route risk;
analyzing historical accident information of vehicles engaged in autonomous driving over the selected travel route to identify at least one accident of a plurality of accidents that have historically occurred over the selected travel route for vehicles engaged in autonomous driving;
adjusting, based on the identified at least one accident, at least one driving action planned for operating the autonomous vehicle over the selected travel route; and
operating, by the autonomous driving system of the autonomous vehicle, one or more driving aspects of the autonomous vehicle based on the selected travel route, wherein operating the one or more driving aspects of the autonomous vehicle based on the selected travel route comprises controlling one or more of acceleration of the autonomous vehicle based on the selected travel route, deceleration of the autonomous vehicle based on the selected travel route, or steering of the autonomous vehicle based on the selected travel route, wherein operating the one or more driving aspects of the autonomous vehicle is further based on the adjusted at least one driving action planned for operating the autonomous vehicle over the selected travel route.
2. The method of claim 1 , wherein operating the one or more driving aspects of the autonomous vehicle based on the selected travel route comprises controlling route navigation of the autonomous vehicle based on the selected travel route.
3. The method of claim 1 , wherein analyzing the historical accident information further comprises identifying a cause of the at least one accident, and wherein adjusting the at least one driving action planned for operating the autonomous vehicle over the selected travel route is further based on the cause of the at least one accident.
4. The method of claim 3 , wherein identifying the cause of the first accident comprises one or more of:
identifying the cause of the at least one accident to be excess speed, and wherein adjusting the at least one driving action planned for operating the autonomous vehicle over the selected travel route based on the cause of the at least one accident comprises reducing a speed of travel of the autonomous vehicle over the selected travel route,
identifying the cause of the at least one accident to be lack of vehicle traction, and wherein adjusting the at least one driving action planned for operating the autonomous vehicle over the selected travel route based on the cause of the at least one accident comprises engaging an all-wheel-drive function of the autonomous vehicle over the selected travel route, or
identifying the cause of the at least one accident to be a wildlife crossing, and wherein adjusting the at least one driving action planned for operating the autonomous vehicle over the selected travel route based on the cause of the at least one accident comprises reducing a speed of travel of the autonomous vehicle and preparing the autonomous vehicle for sudden braking or evasive maneuvers over the selected travel route.
5. The method of claim 1 , comprising:
causing, by the autonomous driving system of the autonomous vehicle, a notification to be presented, the notification comprising information associated with a plurality of accidents which have historically occurred over the selected travel route.
6. The method of claim 5 , wherein causing the notification to be presented comprises presenting a list of the plurality of accidents which have historically occurred over the selected travel route.
7. The method of claim 5 , wherein causing the notification to be presented comprises presenting a route safety map which identifies where the plurality of accidents, that have historically occurred over the selected travel route, have occurred along the selected travel route.
8. The method of claim 1 , wherein determining the first route risk value and the second route risk value is further based on loss cost associated with one or more accidents associated with the first travel route and the second travel route.
9. The method of claim 8 , wherein the loss cost comprises medical cost associated with the one or more accidents.
10. The method of claim 8 , wherein the determining the first route risk value and the second route risk value is based on severity of the one or more accidents.
11. The method of claim 1 , further comprising:
displaying, based on the comparing, the selected travel route, of the first travel route and the second travel route, in a first color indicating that the selected travel route has the less route risk, and a remaining route, of the first travel route and the second travel route, in a second color indicating that the remaining route has higher route risk compared to the selected travel route.
12. An autonomous driving system of an autonomous vehicle, comprising:
at least one processor; and
memory storing instructions that, when executed by the at least one processor, cause the autonomous driving system of the autonomous vehicle to:
receive vehicle travel information corresponding to driving conditions being experienced by the autonomous vehicle during travel to a destination, wherein the vehicle travel information comprises sensor information received from one or more sensors associated with the autonomous driving system;
receive travel route information identifying a first travel route for the autonomous vehicle to the destination and a second travel route for the autonomous vehicle to the destination;
determine a first route risk value for the first travel route and a second route risk value for the second travel route, wherein the determining the first route risk value and the second route risk value is based on:
a direction of travel through at least one road segment of the first travel route and at least one road segment of the second travel route, and
the vehicle travel information corresponding to the driving conditions being experienced by the autonomous vehicle;
select, based on comparing the first route risk value to the second route risk value, a travel route of the first travel route and the second travel route having less route risk;
analyze historical accident information of vehicles engaged in autonomous driving over the selected travel route to identify at least one accident of a plurality of accidents that have historically occurred over the selected travel route for vehicles engaged in autonomous driving; and
operate one or more driving aspects of the autonomous vehicle based on the selected travel route and the at least one identified accident, wherein operating the one or more driving aspects of the autonomous vehicle based on the selected travel route comprises controlling one or more of acceleration of the autonomous vehicle based on the selected travel route, deceleration of the autonomous vehicle based on the selected travel route, or steering of the autonomous vehicle based on the selected travel route.
13. The autonomous driving system of claim 12 , wherein the instructions, when executed by the at least one processor, cause the autonomous driving system of the autonomous vehicle to operate the one or more driving aspects of the autonomous vehicle based on the selected travel route by controlling route navigation of the autonomous vehicle based on the selected travel route.
14. The autonomous driving system of claim 12 , wherein the memory stores additional instructions that, when executed by the at least one processor, cause the autonomous driving system of the autonomous vehicle to:
Identify a cause of the at least one accident; and
Adjust at least one driving action planned for operating the autonomous vehicle over the selected travel route based on the cause of the at least one accident.
15. The autonomous driving system of claim 14 , wherein the instructions, when executed by the at least one processor, cause the autonomous driving system of the autonomous vehicle to identify the cause of the at least one accident by one or more of:
identifying the cause of the at least one accident to be excess speed, and wherein adjusting the at least one driving action planned for operating the autonomous vehicle over the selected travel route based on the cause of the at least one accident comprises reducing a speed of travel of the autonomous vehicle over the selected travel route;
identifying the cause of the at least one accident to be lack of vehicle traction, and wherein adjusting the at least one driving action planned for operating the autonomous vehicle over the selected travel route based on the cause of the at least one accident comprises engaging an all-wheel-drive function of the autonomous vehicle over the selected travel route; or
identifying the cause of the at least one accident to be a wildlife crossing, and wherein adjusting the at least one driving action planned for operating the autonomous vehicle over the selected travel route based on the cause of the at least one accident comprises reducing a speed of travel of the autonomous vehicle and preparing the autonomous vehicle for sudden braking or evasive maneuvers over the selected travel route.
16. The autonomous driving system of claim 12 , wherein the instructions, when executed by the at least one processor, cause the autonomous driving system of the autonomous vehicle to determine the first route risk value and the second route risk value further based on medical costs associated with one or more accidents associated with the first travel route and the second travel route.
17. The autonomous driving system of claim 16 , wherein the instructions, when executed by the at least one processor, further cause the autonomous driving system of the autonomous vehicle to determine the first route risk value and the second route risk value further based on a severity of the one or more accidents.
18. The autonomous driving system of claim 12 , wherein the memory stores additional instructions that, when executed by the at least one processor, cause the autonomous driving system of the autonomous vehicle to:
cause a notification to be presented, the notification comprising information associated with a plurality of accidents which have historically occurred over the selected travel route.
19. The autonomous driving system of claim 18 , wherein the instructions, when executed by the at least one processor, further cause the autonomous driving system of the autonomous vehicle to cause the notification to be presented by presenting a list of the plurality of accidents which have historically occurred over the selected travel route.
20. One or more non-transitory, computer-readable media storing instructions that, when executed by an autonomous driving system of an autonomous vehicle comprising at least one processor and memory, cause the autonomous driving system of the autonomous vehicle to:
receive vehicle travel information corresponding to driving conditions being experienced by the autonomous vehicle during travel to a destination, wherein the vehicle travel information comprises sensor information received from one or more sensors associated with the autonomous driving system;
receive travel route information identifying a first travel route for the autonomous vehicle to the destination and a second travel route for the autonomous vehicle to the destination;
determine a first route risk value for the first travel route and a second route risk value for the second travel route, wherein the determining the first route risk value and the second route risk value is based on:
a direction of travel through at least one road segment of the first travel route and at least one road segment of the second travel route, and
the vehicle travel information corresponding to the driving conditions being experienced by the autonomous vehicle;
select, based on comparing the first route risk value to the second route risk value, a travel route of the first travel route and the second travel route having less route risk;
analyze historical accident information of vehicles engaged in autonomous driving over the selected travel route to identify at least one accident of a plurality of accidents that have historically occurred over the selected travel route for vehicles engaged in autonomous driving; and
operate one or more driving aspects of the autonomous vehicle based on the selected travel route and the identification of the at least one accident, wherein operating the one or more driving aspects of the autonomous vehicle based on the selected travel route comprises controlling one or more of acceleration of the autonomous vehicle based on the selected travel route, deceleration of the autonomous vehicle based on the selected travel route, or steering of the autonomous vehicle based on the selected travel route.