Systems and methods for electric vehicle charging using machine learning

    公开(公告)号:US12065051B2

    公开(公告)日:2024-08-20

    申请号:US17308184

    申请日:2021-05-05

    Inventor: Matthew Hetrich

    CPC classification number: B60L53/37 B60L53/11 B60L53/16 G06N20/00

    Abstract: A plug connection system that autonomously charges an electric vehicle (EV) is provided. The method includes: obtaining a trained machine learning (ML) model from a back-end server; capturing an image using an image capturing device of the charging system, wherein a portion of the image comprises the EV charging portal; inputting the image into the trained ML model to determine one or more regions of interest associated with the EV charging portal within the image; determining a location of the EV charging portal based on the one or more determined regions of interest and one or more image processing techniques; and providing information to maneuver the robotic arm of the charging system to a physical position based on the determined location of the EV charging portal.

    Light Filtering Through Transient Synchronous Illumination and Perception

    公开(公告)号:US20240244332A1

    公开(公告)日:2024-07-18

    申请号:US18155807

    申请日:2023-01-18

    Inventor: Matthew Hetrich

    Abstract: An apparatus for directing a connection element is provided. The apparatus includes a robotic element for manipulating the connection element and a computer vision system communicatively coupled to the robotic element. The computer vision system includes one or more processors configured to: receive a first frame representing an environment at a first time, the environment at the first time comprising marker light of a first mode and other light; receive a second frame of the environment at a second time, the environment at the second time comprising marker light of a second mode and the other light; compare the first frame to the second frame to determine a difference in lighting in the environment between the first time and the second time; and differentiate the marker light of the first mode and the marker light of the second mode from the other light based on the determined difference.

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