AQUATIC BIOMASS ESTIMATION
    3.
    发明公开

    公开(公告)号:US20240062539A1

    公开(公告)日:2024-02-22

    申请号:US18453240

    申请日:2023-08-21

    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for aquatic biomass estimation. One of the methods includes obtaining an image of an aquatic environment including aquatic grass; providing the image to a network model trained to construct a point cloud indicating a portion of the image that represents the aquatic grass; generating a floor model indicating a floor of the aquatic environment where the aquatic grass grows; identifying, using (i) the floor model and (ii) the point cloud indicating the aquatic grass, (i) a first subset of points in the point cloud as indicating aquatic grass and (ii) a second subset of points in the point cloud as indicating the floor of the aquatic environment; and generating, using the first subset of points in the point cloud, an indication of biomass within the aquatic environment.

    MAPPING COASTAL ECOSYSTEMS
    5.
    发明公开

    公开(公告)号:US20240062114A1

    公开(公告)日:2024-02-22

    申请号:US18452044

    申请日:2023-08-18

    CPC classification number: G06N20/00 B64G1/1021 A01G33/00 G06Q50/02

    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for predicting features of an aquatic ecosystem. One of the methods includes generating, using ground truth data, first training input, wherein the first training input includes training labels; generating an augmented dataset from multiple data sources as second training input, wherein the augmented dataset is generated using (i) bathymetric data and (ii) simulated data based on satellite data indicating one or more coastal ecosystems; and training the machine learning model using (i) the first training input and (ii) second training input, such that the machine learning model is trained to predict biomass growth.

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