Learning safety and human-centered constraints in autonomous vehicles

    公开(公告)号:US11613269B2

    公开(公告)日:2023-03-28

    申请号:US16724635

    申请日:2019-12-23

    摘要: Traversing a vehicle transportation network includes operating a scenario-specific operational control evaluation module instance. The scenario-specific operational control evaluation module instance includes an instance of a scenario-specific operational control evaluation model of a distinct vehicle operational scenario. Operating the scenario-specific operational control evaluation module instance includes identifying a multi-objective policy for the scenario-specific operational control evaluation model. The multi-objective policy may include a relationship between at least two objectives. Traversing the vehicle transportation network includes receiving a candidate vehicle control action associated with each of the at least two objectives. Traversing the vehicle transportation network includes selecting a vehicle control action based on a buffer value. Traversing the vehicle transportation network includes performing the selected vehicle control action, determining a preference indicator for each objective, and updating the multi-objective policy.

    Autonomous vehicle operational management scenarios

    公开(公告)号:US11084504B2

    公开(公告)日:2021-08-10

    申请号:US16758286

    申请日:2017-11-30

    IPC分类号: B60W60/00 G06K9/00

    摘要: Traversing, by an autonomous vehicle, a vehicle transportation network, may include operating a scenario-specific operational control evaluation module instance, wherein the scenario-specific operational control evaluation module instance includes an instance of a scenario-specific operational control evaluation model of a vehicle operational scenario wherein the vehicle operational scenario is a merge vehicle operational scenario or a pass-obstruction vehicle operational scenario, receiving a candidate vehicle control action from the scenario-specific operational control evaluation module instance, and traversing a portion of the vehicle transportation network in accordance with the candidate vehicle control action.

    Explainability of Autonomous Vehicle Decision Making

    公开(公告)号:US20210240190A1

    公开(公告)日:2021-08-05

    申请号:US16778890

    申请日:2020-01-31

    IPC分类号: G05D1/02 G06F40/186

    摘要: A processor is configured to execute instructions stored in a memory to identify distinct vehicle operational scenarios; instantiate decision components, where each of the decision components is an instance of a respective decision problem, and where the each of the decision components maintains a respective state describing the respective vehicle operational scenario; receive respective candidate vehicle control actions from the decision components; select an action from the respective candidate vehicle control actions, where the action is from a selected decision component of the decision components, and where the action is used to control the AV to traverse a portion of the vehicle transportation network; and generate an explanation as to why the action was selected, where the explanation includes respective descriptors of the action, the selected decision component, and a state factor of the respective state of the selected decision component.

    Autonomous vehicle operational management with visual saliency perception control

    公开(公告)号:US10901417B2

    公开(公告)日:2021-01-26

    申请号:US16119260

    申请日:2018-08-31

    摘要: Autonomous vehicle operational management with visual saliency perception control may include operating a perception unit and an autonomous vehicle operational management controller. Operating the perception unit may include generating external object information based on image data received from image capture units of the vehicle and saliency information received from the autonomous vehicle operational management controller. Operating the autonomous vehicle operational management controller may include identifying a distinct vehicle operational scenario based on the external object information, instantiating a scenario-specific operational control evaluation module instance, receiving a candidate vehicle control action from a policy for the scenario-specific operational control evaluation module instance, and controlling the autonomous vehicle to traverse a portion of the vehicle transportation network in accordance with the candidate vehicle control action, wherein the portion of the vehicle transportation network includes the distinct vehicle operational scenario.

    Introspective autonomous vehicle operational management

    公开(公告)号:US10649453B1

    公开(公告)日:2020-05-12

    申请号:US16192356

    申请日:2018-11-15

    IPC分类号: G05D1/00 B60W50/029

    摘要: Introspective autonomous vehicle operational management includes operating an introspective autonomous vehicle operational management controller including a policy for a model of an introspective autonomous vehicle operational management domain. Operating the controller includes, in response to a determination that a current belief state of the policy indicates an exceptional condition, identifying an exception handler for controlling the autonomous vehicle. Operating the controller includes, in response to a determination that the current belief state indicates an unexceptional condition, identifying a primary handler as the active handler. Operating the controller includes controlling the autonomous vehicle to traverse a current portion of the vehicle transportation network in accordance with the active handler, receiving an indicator output by the active handler, generating an updated belief state based on the indicator, and controlling the autonomous vehicle to traverse a subsequent portion of the vehicle transportation network based on the updated belief state.