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公开(公告)号:US20230351226A1
公开(公告)日:2023-11-02
申请号:US18114936
申请日:2023-02-27
Applicant: CLIMATE LLC
Inventor: Jason K. Bull , Tonya S. Ehlmann , Dongming Jiang , Brian Lutz , James C. Moore, III , Timothy Reich , Herbert Ssegane , Guomei Wang , Xuefei Wang , Liwei Wen , Xiao Yang
Abstract: An example computer-implemented method includes receiving agricultural data records comprising a first set of yield properties for a first set of seeds grown in a first set of environments, and receiving genetic feature data related to a second set of seeds. The method further includes generating a second set of yield properties for the second set of seeds associated with a second set of environments by applying a model using the genetic feature data and the agricultural data records. In addition, the method includes determining predicted yield performance for a third set of seeds associated with one or more target environments by applying the second set of yield properties, and generating seed recommendations for the one or more target environments based on the predicted yield performance for the third set of seeds. In the present example, the method also includes causing display of the seed recommendations.
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公开(公告)号:US11796971B2
公开(公告)日:2023-10-24
申请号:US17977860
申请日:2022-10-31
Applicant: Climate LLC
Inventor: Carlos Carrion , Nicholas Cizek , James Delaney , Gardar Johannesson , Moslem Ladoni , Ricardo Lemos , Brian Lutz , Maria Terres
CPC classification number: G05B13/048 , A01B79/005 , A01B79/02 , G06F17/18
Abstract: Systems and methods for utilizing a spatial statistical model to maximize efficacy in performing trials on agronomic fields are disclosed herein. In an embodiment, a system receives first yield data for a first portion of an agronomic field having received a first treatment, and second yield data for a second portion of the agronomic field having received a second treatment different than the first treatment. The system uses a spatial statistical model and the first yield data to compute a yield value for the second portion of the agronomic field, where the yield value indicates an agronomic yield for the second portion of the agronomic field if the second portion of the agronomic field had received the first treatment instead of the second treatment. Based on the computed yield value and the second yield data, the system selects the second treatment and generates a prescription map including the second treatment.
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公开(公告)号:US11796970B2
公开(公告)日:2023-10-24
申请号:US17952965
申请日:2022-09-26
Applicant: Climate LLC
Inventor: Gardar Johannesson , Maria Terres , Moslem Ladoni , Carlos Carrion , Nicholas Cizek , Brian Lutz , Ricardo Lemos , James Delaney
CPC classification number: G05B13/048 , A01B79/005 , A01B79/02 , G06F17/18
Abstract: Systems and methods for utilizing a spatial statistical model to maximize efficacy in performing trials on agronomic fields are disclosed herein. In an embodiment, a system receives first yield data for a first portion of an agronomic field, the first portion of the agronomic field having received a first treatment, and second yield data, for a second portion of the agronomic field, the second portion of the agronomic field having received a second treatment that is different than the first treatment. The system uses a spatial statistical model and the first yield data to compute a yield value for the second portion of the agronomic field, the yield value indicating an agronomic yield for the second portion of the agronomic field if the second portion of the agronomic field had received the first treatment instead of the second treatment. Based on the computed yield value and the second yield data, the system selects the second treatment. In an embodiment, in response to selecting the second treatment, the system generates a prescription map, the prescription map including the second treatment. The system may also generate one or more scripts which, when executed by an application controller, cause the application controller to control an operating parameter of an agricultural implement to apply the second treatment.
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公开(公告)号:US11593674B2
公开(公告)日:2023-02-28
申请号:US16662369
申请日:2019-10-24
Applicant: CLIMATE LLC
Inventor: Dongming Jiang , Herbert Ssegane , James C. Moore, III , Jason K. Bull , Liwei Wen , Timothy Reich , Tonya S. Ehlmann , Xiao Yang , Xuefei Wang , Brian Lutz , Guomei Wang
Abstract: An example computer-implemented method includes receiving agricultural data records comprising a first set of yield properties for a first set of seeds grown in a first set of environments, and receiving genetic feature data related to a second set of seeds. The method further includes generating a second set of yield properties for the second set of seeds associated with a second set of environments by applying a model using the genetic feature data and the agricultural data records. In addition, the method includes determining predicted yield performance for a third set of seeds associated with one or more target environments by applying the second set of yield properties, and generating seed recommendations for the one or more target environments based on the predicted yield performance for the third set of seeds. In the present example, the method also includes causing display, on a display device communicatively coupled to the server computer system, the seed recommendations.
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公开(公告)号:US20230050552A1
公开(公告)日:2023-02-16
申请号:US17977860
申请日:2022-10-31
Applicant: CLIMATE LLC
Inventor: Carlos Carrion , Nicholas Cizek , James Delaney , Gardar Johannesson , Moslem Ladoni , Ricardo Lemos , Brian Lutz , Maria Terres
Abstract: Systems and methods for utilizing a spatial statistical model to maximize efficacy in performing trials on agronomic fields are disclosed herein. In an embodiment, a system receives first yield data for a first portion of an agronomic field having received a first treatment, and second yield data for a second portion of the agronomic field having received a second treatment different than the first treatment. The system uses a spatial statistical model and the first yield data to compute a yield value for the second portion of the agronomic field, where the yield value indicates an agronomic yield for the second portion of the agronomic field if the second portion of the agronomic field had received the first treatment instead of the second treatment. Based on the computed yield value and the second yield data, the system selects the second treatment and generates a prescription map including the second treatment.
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公开(公告)号:US12039463B2
公开(公告)日:2024-07-16
申请号:US18114936
申请日:2023-02-27
Applicant: CLIMATE LLC
Inventor: Jason K. Bull , Tonya S. Ehlmann , Dongming Jiang , Brian Lutz , James C. Moore, III , Timothy Reich , Herbert Ssegane , Guomei Wang , Xuefei Wang , Liwei Wen , Xiao Yang
Abstract: An example computer-implemented method includes receiving agricultural data records comprising a first set of yield properties for a first set of seeds grown in a first set of environments, and receiving genetic feature data related to a second set of seeds. The method further includes generating a second set of yield properties for the second set of seeds associated with a second set of environments by applying a model using the genetic feature data and the agricultural data records. In addition, the method includes determining predicted yield performance for a third set of seeds associated with one or more target environments by applying the second set of yield properties, and generating seed recommendations for the one or more target environments based on the predicted yield performance for the third set of seeds. In the present example, the method also includes causing display of the seed recommendations.
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公开(公告)号:US11487254B2
公开(公告)日:2022-11-01
申请号:US16723892
申请日:2019-12-20
Applicant: Climate LLC
Inventor: Gardar Johannesson , Maria Terres , Moslem Ladoni , Carlos Carrion , Nicholas Cizek , Brian Lutz , Ricardo Lemos , James Delaney
Abstract: Systems and methods for utilizing a spatial statistical model to maximize efficacy in performing trials on agronomic fields are disclosed herein. In an embodiment, a system receives first yield data for a first portion of an agronomic field, the first portion of the agronomic field having received a first treatment, and second yield data, for a second portion of the agronomic field, the second portion of the agronomic field having received a second treatment that is different than the first treatment. The system uses a spatial statistical model and the first yield data to compute a yield value for the second portion of the agronomic field, the yield value indicating an agronomic yield for the second portion of the agronomic field if the second portion of the agronomic field had received the first treatment instead of the second treatment. Based on the computed yield value and the second yield data, the system selects the second treatment. In an embodiment, in response to selecting the second treatment, the system generates a prescription map, the prescription map including the second treatment. The system may also generate one or more scripts which, when executed by an application controller, cause the application controller to control an operating parameter of an agricultural implement to apply the second treatment.
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