Trajectory prediction based on a decision tree

    公开(公告)号:US12187324B2

    公开(公告)日:2025-01-07

    申请号:US17900658

    申请日:2022-08-31

    Applicant: Zoox, Inc.

    Abstract: Techniques for determining a vehicle trajectory that causes a vehicle to navigate in an environment relative to one or more objects are described herein. For example, the techniques may include a computing device determining a decision tree having nodes to represent different object intents and/or nodes to represent vehicle actions at a future time. A tree search algorithm can search the decision tree to evaluate potential interactions between the vehicle and the one or more objects over a time period, and output a vehicle trajectory for the vehicle. The vehicle trajectory can be sent to a vehicle computing device for consideration during vehicle planning, which may include simulation.

    HIERARCHICAL MULTI-OBJECTIVE OPTIMIZATION IN VEHICLE PATH PLANNING TREE SEARCH

    公开(公告)号:US20250002041A1

    公开(公告)日:2025-01-02

    申请号:US18217187

    申请日:2023-06-30

    Applicant: Zoox, Inc.

    Abstract: A hierarchical tree search may determine different costs associated with a same candidate action for different levels of the hierarchy, each of which may be associated with different cost function(s) and respective objective(s), such as safety, progress, comfort, and the like. At each level, the hierarchical tree search may determine an upper and lower bound cost for the candidate action that may be based on the cost function(s) for that level. The hierarchical tree search may mask out for subsequent level(s) any candidate actions at a level of the tree that exceed the lowest upper or lower bound cost of any candidate action at that level by more than a slack amount.

    CROSSWALK HANDLING FOR VEHICLES
    5.
    发明申请

    公开(公告)号:US20250050912A1

    公开(公告)日:2025-02-13

    申请号:US18233019

    申请日:2023-08-11

    Applicant: Zoox, Inc.

    Abstract: Techniques and methods for crosswalk handling for vehicles. The vehicle may identify a crosswalk and an object associated with the crosswalk in the environment. The vehicle may determine a heatmap based on sensor data and map data. The vehicle may determine a factor associated with the crosswalk relative to one or more of the vehicle and/or object based on the heatmap associated with the crosswalk. The vehicle may determine a cost associated with the crosswalk based on the factor. The vehicle may determine a trajectory for the vehicle to operate in the environment based on the cost associated with the crosswalk and follow the trajectory to travel in the environment.

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