SIMULATION BASED METHOD AND DATA CENTER TO OBTAIN GEO-FENCED DRIVING POLICY
A method updates a target driving policy for an autonomous vehicle at a target location. The method includes the steps of obtaining, by the vehicle, vehicle driving data at the target location; transmitting, by the vehicle, the obtained vehicle driving data and a current target driving policy for the target location to a data center; performing, by the data center, traffic simulations for the target location using the vehicle driving data to obtain an updated target driving policy; and transmitting, by the data center, the updated target driving policy to the vehicle.
1 . A method of updating a target driving policy for an autonomous vehicle at a target location, the method comprising:
obtaining, by the vehicle, vehicle driving data at the target location;
transmitting, by the vehicle, the obtained vehicle driving data and a current target driving policy for the target location to a data center; and
receiving, by the vehicle, an updated target driving policy from the data center, the updated target driving policy being obtained based on traffic simulations performed by the data center for the target location using the vehicle driving data.
2 . The method according to claim 1 , wherein the steps of obtaining vehicle driving data at the target location, transmitting the obtained vehicle driving data to the data center, and receiving the updated target driving policy from the data center based on traffic simulations using the vehicle driving data are repeated one or more times.
3 . The method according to claim 1 , the method further comprising:
obtaining general driving data and general traffic policies; and
using the general driving data and the vehicle driving data to adapt the general traffic policies to the target location.
4 . The method according to claim 3 , the method further comprising, prior to receiving, by the vehicle, the updated target driving policy:
performing, by the data center, the traffic simulations for the target location using the vehicle driving data to obtain the updated target driving policy; and
transmitting, by the data center, the updated target driving policy to the vehicle,
wherein the step of performing traffic simulations for the target location is based on the adapted general traffic policies.
5 . The method according to claim 1 , wherein the updated target driving policy comprises an updated set of target driving policy parameters.
6 . The method according to claim 1 , wherein performing traffic simulations comprises training the current target driving policy to improve a confidence measure or a safety measure.
7 . The method according to claim 1 , the method further comprising:
prior to receiving, by the vehicle, the updated target driving policy:
performing, by the data center, the traffic simulations for the target location using the vehicle driving data to obtain the updated target driving policy; and
transmitting, by the data center, the updated target driving policy to the vehicle
generating different traffic scenarios by modifying an initial traffic scenario obtained from the vehicle driving data,
wherein the traffic simulations for the target location are performed with the generated different traffic scenarios.
8 . The method according to claim 7 , wherein modifying the initial traffic scenario comprises at least one of:
increasing a number of agents in the traffic scenario;
modifying a velocity of an agent in the traffic scenario;
modifying an initial position and/or direction of an agent in the traffic scenario; and
modifying a trajectory of an agent in the traffic scenario.
9 . The method according to claim 1 , wherein the target location is described by map data of a geographically limited area.
10 . The method according to claim 1 , wherein vehicle driving data at the target location are further obtained from one or more further vehicles.
11 . A data center, the data comprising:
a receiver configured to receive, from a vehicle, vehicle driving data at a target location and a current target driving policy for the target location;
processing circuitry configured to perform traffic simulations for the target location using the vehicle driving data to obtain an updated target driving policy; and
a transmitter configured to transmit the updated target driving policy to the vehicle.
12 . The data center according to claim 11 , wherein the processing circuitry is further configured to use general driving data and the vehicle driving data to adapt general traffic policies to the target location.
13 . The data center according to claim 11 , wherein the processing circuitry is further configured to perform traffic simulations for the target location based on the adapted general traffic policies.
14 . The data center according to claim 11 , wherein the updated target driving policy comprises an updated set of target driving policy parameters.
15 . The data center according to claim 11 , wherein the processing circuitry is further configured to train the current target driving policy to improve a confidence measure and/or a safety measure.
16 . The data center according to claim 11 , wherein the processing circuitry is further configured to generate different traffic scenarios by modifying an initial traffic scenario obtained from the vehicle driving data; and to perform the traffic simulations for the target location with the generated different traffic scenarios.
17 . The data center according to claim 16 , wherein the processing circuitry is configured to modify the initial traffic scenario by at least one of:
increasing a number of agents in the traffic scenario;
modifying a velocity of an agent in the traffic scenario;
modifying an initial position and/or direction of an agent in the traffic scenario; or
modifying a trajectory of an agent in the traffic scenario.
18 . The data center according to claim 11 , wherein the target location is described by map data of a geographically limited area.
19 . The data center according to claim 11 , wherein the receiver are further configured to receive vehicle driving data at the target location from one or more further vehicles.
20 . A system, the system comprising:
a vehicle configured to obtain vehicle driving data at a target location, and configured to transmit the obtained vehicle driving data and a current target driving policy for the target location to a data center; and
the data center according to claim 11 .
21 . The system according to claim 20 , configured to repeatedly perform the steps of obtaining vehicle driving data at the target location, transmitting the obtained vehicle driving data to the data center, performing traffic simulations for the target location using the vehicle driving data to obtain an updated target driving policy, and transmitting the updated target driving policy to the vehicle.
22 . A non-transitory computer-readable storage medium comprising computer readable instructions for, when run on a computer, performing the steps of the method according to claim 1 .