Machine learning methods and systems for characterizing corn growth efficiency

    公开(公告)号:US11610157B1

    公开(公告)日:2023-03-21

    申请号:US17739699

    申请日:2022-05-09

    IPC分类号: A01G22/20 G06N20/00 G06N3/08

    摘要: Example machine learning (ML) methods and systems for characterizing corn growth efficiency (CGE), and generating field management recommendations based on CGE values are disclosed. An example computing system includes one or more processors, and storage media. The media storing an ML model trained using a training agronomic data set labeled with one or more known CGE values corresponding to one or more trial agricultural fields. The media further storing instructions that, when executed, cause the system to: obtain a production agronomic data set corresponding to a target agricultural field; determine one or more input feature vectors based on the production agronomic data set; process the one or more input feature vectors, with the ML model, to generate one or more predicted CGE values for one or more portions of the target agricultural field; and provide the one or more predicted CGE values as an output.

    System and method for plant treatment based on neighboring effects

    公开(公告)号:US11350622B2

    公开(公告)日:2022-06-07

    申请号:US17497866

    申请日:2021-10-08

    发明人: Lee Kamp Redden

    IPC分类号: A01M21/04 A01G22/20

    摘要: A method for plant treatment, including: receiving a first measurement for a plant from a sensor as the sensor moves within a geographic area comprising a plurality of plants; in response to receipt of the first measurement and prior to receipt of a second measurement for a second plant of the plurality, determining a set of treatment mechanism operation parameters for the plant to optimize a geographic area output parameter based on the first measurement and historical measurements for the geographic area; determining an initial treatment parameter for the plant; and operating a treatment mechanism in a treatment mode based on the set of operating parameters in response to satisfaction of the initial treatment parameter.

    SIMPLIFIED CULTIVATION METHOD WITHOUT WHEAT-CORN ROTATION SYSTEM IN HUANG-HUAI-HAI PLAIN

    公开(公告)号:US20210329856A1

    公开(公告)日:2021-10-28

    申请号:US17232040

    申请日:2021-04-15

    IPC分类号: A01G22/20

    摘要: The present disclosure relates to a simplified cultivation method without wheat-corn rotation system in Huang-huai-hai Plain. Aiming at making the most of regional light, temperature and water resources to increase the annual wheat-corn grain yield, the method optimally integrates cultivation technologies for two crops to achieve the objective of complementary, comprehensive and balanced annual grain production. The technical core of the method is as follows: directly planting corn with minimal tillage under no soil ploughing but straw mulching after corn harvest, and directly planting wheat with minimal tillage under no soil ploughing but straw mulching after wheat harvest, thereby realizing zero crop rotation in annual wheat-corn planting in the Huang-huai-hai Plain, making the most of light and temperature resources and increasing regional annual grain yield.

    System and Method for Plant Treatment Based on Neighboring Effects

    公开(公告)号:US20220346364A1

    公开(公告)日:2022-11-03

    申请号:US17749113

    申请日:2022-05-19

    发明人: Lee Kamp Redden

    IPC分类号: A01M21/04 A01G22/20

    摘要: A method for plant treatment, including: receiving a first measurement for a plant from a sensor as the sensor moves within a geographic area comprising a plurality of plants; in response to receipt of the first measurement and prior to receipt of a second measurement for a second plant of the plurality, determining a set of treatment mechanism operation parameters for the plant to optimize a geographic area output parameter based on the first measurement and historical measurements for the geographic area; determining an initial treatment parameter for the plant; and operating a treatment mechanism in a treatment mode based on the set of operating parameters in response to satisfaction of the initial treatment parameter.