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    Computer-implemented recommendation of side-by-side planting in agricultural fields
    3.
    发明授权
    Computer-implemented recommendation of side-by-side planting in agricultural fields 有权

    公开(公告)号：US11564345B1

    公开(公告)日：2023-01-31

    申请号：US16450586

    申请日：2019-06-24

    Applicant: CLIMATE LLC

    Inventor： Jyoti Dharna ,  Xiao Yang ,  Jason Bull ,  Tonya Ehlmann ,  Yao Xie

    IPC: A01C7/10 ,  A01C21/00 ,  G06F16/248 ,  G06F16/29 ,  G06N7/00

    Abstract: Techniques for recommending side-by-side plantings of pairs of hybrids or seeds include a server computer receiving agricultural data records that represent crop seed data describing seed and yield properties of hybrid seeds and first data for agricultural fields where the hybrid seeds were planted. The server receives second data for available hybrids and seeds and automatically calculates a dataset of success probability scores that describe the probability of a successful yield on the target fields. Data is organized as pairs to facilitate comparison of actual plantings to optimized plantings that have a probability of success (POS), in terms of yield lift or increased yield season-over-season, for different yield values. Confidence values are generated and stored in association with the POS values and can be used as a basis of visual output to support planting and/or field management decisions as part of an automated intelligent agricultural decision support system.

    Computer-implemented recommendation of side-by-side planting in agricultural fields
    4.
    发明授权
    Computer-implemented recommendation of side-by-side planting in agricultural fields 有权

    公开(公告)号：US11864488B1

    公开(公告)日：2024-01-09

    申请号：US18103151

    申请日：2023-01-30

    Applicant: CLIMATE LLC

    Inventor： Jason Bull ,  Jyoti Dharna ,  Tonya Ehlmann ,  Yao Xie ,  Xiao Yang

    IPC: G06F16/29 ,  A01C7/00 ,  G06F16/248 ,  A01C21/00 ,  G06N7/01 ,  A01C7/10

    CPC classification number: A01C7/102 ,  A01C21/005 ,  G06F16/248 ,  G06F16/29 ,  G06N7/01

    Abstract: Techniques for recommending side-by-side plantings of pairs of seeds include a server computer receiving agricultural data records that represent crop seed data describing seed and yield properties of seeds and first data for agricultural fields where the seeds were planted. The server receives second data for available seeds and automatically calculates a dataset of success probability scores that describe the probability of a successful yield on the target fields. Data is organized as pairs to facilitate comparison of actual plantings to optimized plantings that have a probability of success (POS), in terms of yield lift or increased yield season-over-season, for different yield values. Confidence values are generated and stored in association with the POS values and can be used as a basis of visual output to support planting and/or field management decisions as part of an automated intelligent agricultural decision support system.

    Leveraging feature engineering to boost placement predictability for seed product selection and recommendation by field
    6.
    发明授权
    Leveraging feature engineering to boost placement predictability for seed product selection and recommendation by field 有权

    公开(公告)号：US11568467B2

    公开(公告)日：2023-01-31

    申请号：US16845052

    申请日：2020-04-09

    Applicant: CLIMATE LLC

    Inventor： Dongming Jiang ,  Herbert Ssegane ,  Shilpa Sood ,  Xiao Yang ,  Xuefei Wang

    IPC: G06Q30/06 ,  G06Q50/02 ,  G06N20/00 ,  G06N7/00 ,  G06F16/2458 ,  G16B20/00 ,  A01B79/00

    Abstract: An example computer-implemented method includes receiving a plurality of agricultural data records including yield properties of products grown in fields and raw field features of the fields. The method also includes transforming the raw field features into distinct feature classes that characterize key features affecting yield of the one or more products, and generating, using data from the plurality of agricultural data records and the distinct feature classes, genomic-by-environmental relationships between one or more products, yield properties of the one or more products, and field features associated with the one or more products. Further, the method includes generating, based at least in part on the genomic-by-environmental relationships, predicted yield performance for a set of products associated with one or more target environments, generating product recommendations for the one or more target environments based on the predicted yield performance for the set of products, and providing one or more instructions configured to cause display of the product recommendations.

    Hybrid seed selection and seed portfolio optimization by field
    7.
    发明授权
    Hybrid seed selection and seed portfolio optimization by field 有权

    公开(公告)号：US11568340B2

    公开(公告)日：2023-01-31

    申请号：US15807872

    申请日：2017-11-09

    Applicant: CLIMATE LLC

    Inventor： Tonya S Ehlmann ,  Xiao Yang ,  Dongming Jiang ,  Jason Kendrick Bull ,  Samuel Alexander Wimbush ,  Yao Xie ,  Timothy Reich

    IPC: G06Q10/06 ,  A01C21/00 ,  G06Q50/02 ,  A01B79/00

    Abstract: Techniques are provided for generating target success group of hybrid seeds for target fields include a server receiving agricultural data records that represent crop seed data describing seed and yield properties of hybrid seeds and first field geo-location data for agricultural fields where the hybrid seeds were planted. The server receives second geo-locations data for target fields where hybrid seeds are to be planted. The server generates a dataset of hybrid seed properties that include yield values and environmental classifications for hybrid seeds and then a dataset of success probability scores that describe the probability of a successful yield on the target fields based on the dataset of hybrid seed properties and the second geo-location data. The server generates target success yield group of hybrid seeds and probability of success values based on success probability scores and a yield threshold. The server causes display of the target success yield group.

    Hybrid seed supply management based on prescription of hybrid seed placement
    10.
    发明授权
    Hybrid seed supply management based on prescription of hybrid seed placement 有权

    公开(公告)号：US11861737B1

    公开(公告)日：2024-01-02

    申请号：US16555512

    申请日：2019-08-29

    Applicant: CLIMATE LLC

    Inventor： Jason Kendrick Bull ,  Timothy Reich ,  Yao Xie ,  Xiao Yang ,  Tonya S. Ehlmann

    IPC: G06Q50/02 ,  G06Q10/0635 ,  G06Q10/0631 ,  A01C14/00

    CPC classification number: G06Q50/02 ,  A01C14/00 ,  G06Q10/0635 ,  G06Q10/06315

    Abstract: A server computer system receives a dataset of candidate hybrid seeds for planting on one or more target fields, which comprises data regarding one or more hybrid seeds, probability of success values associated with each of the one or more hybrid seeds that describe a probability of a successful yield, and historical agricultural data associated with each of the one or more hybrid seeds further receives one or more properties for one or more target fields, and selects a subset of the one or more hybrid seeds based on the probabilities of success values. The server computer system generates representative yield values for hybrid seeds in the subset based on the historical agricultural data, generates a dataset of risk values for the subset, which describes an amount of risk associated with the representative yield values for each hybrid seed in the subset based on the historical agricultural data associated with each hybrid seed in the subset, and selects a list of target hybrid seeds from the subset for planting on the one or more target fields based on the dataset of risk values, the representative yield values for the subset, and the one or more properties for the one or more target fields. In addition, the server computer system generates a prescription related to planting the list of target hybrid seeds in the one or more target fields for a next period determines a safety stock for the list for the next period with respect to a supply chain based on the prescription, and causes displaying values of the safety stock, thereby causing production of the safety stock.

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