公开(公告)号：US20210150717A1

公开(公告)日：2021-05-20

申请号：US17160928

申请日：2021-01-28

Applicant: X Development LLC

Inventor： Cheng-en Guo ,  Wilson Zhao ,  Jie Yang ,  Zhiqiang Yuan ,  Elliott Grant

IPC: G06T7/00 ,  A01D41/127 ,  G06K9/00 ,  G06T5/50 ,  G06T7/143 ,  G06N3/04 ,  G06N3/08 ,  G06Q10/04 ,  G06Q50/02

Abstract: Implementations relate to diagnosis of crop yield predictions and/or crop yields at the field- and pixel-level. In various implementations, a first temporal sequence of high-elevation digital images may be obtained that captures a geographic area over a given time interval through a crop cycle of a first type of crop. Ground truth operational data generated through the given time interval and that influences a final crop yield of the first geographic area after the crop cycle may also be obtained. Based on these data, a ground truth-based crop yield prediction may be generated for the first geographic area at the crop cycle's end. Recommended operational change(s) may be identified based on distinct hypothetical crop yield prediction(s) for the first geographic area. Each distinct hypothetical crop yield prediction may be generated based on hypothetical operational data that includes altered data point(s) of the ground truth operational data.

公开(公告)号：US20230140138A1

公开(公告)日：2023-05-04

申请号：US18089337

申请日：2022-12-27

Applicant: X Development LLC

Inventor： Cheng-en Guo ,  Wilson Zhao ,  Jie Yang ,  Zhiqiang Yuan ,  Elliott Grant

IPC: G06T3/40 ,  G06T7/00 ,  A01D41/127 ,  G06T5/50 ,  G06T7/143 ,  G06N3/08 ,  G06Q10/04 ,  G06Q50/02 ,  G06V20/10 ,  G06N3/047 ,  G06V10/82 ,  G06V20/13

Abstract: Implementations relate to diagnosis of crop yield predictions and/or crop yields at the field- and pixel-level. In various implementations, a first temporal sequence of high-elevation digital images may be obtained that captures a geographic area over a given time interval through a crop cycle of a first type of crop. Ground truth operational data generated through the given time interval and that influences a final crop yield of the first geographic area after the crop cycle may also be obtained. Based on these data, a ground truth-based crop yield prediction may be generated for the first geographic area at the crop cycle's end. Recommended operational change(s) may be identified based on distinct hypothetical crop yield prediction(s) for the first geographic area. Each distinct hypothetical crop yield prediction may be generated based on hypothetical operational data that includes altered data point(s) of the ground truth operational data.

公开(公告)号：US11562486B2

公开(公告)日：2023-01-24

申请号：US17160928

申请日：2021-01-28

Applicant: X Development LLC

Inventor： Cheng-en Guo ,  Wilson Zhao ,  Jie Yang ,  Zhiqiang Yuan ,  Elliott Grant

IPC: G06T7/00 ,  G06V20/13 ,  A01D41/127 ,  G06T5/50 ,  G06T7/143 ,  G06N3/04 ,  G06N3/08 ,  G06Q10/04 ,  G06Q50/02 ,  G06V20/10

Abstract: Implementations relate to diagnosis of crop yield predictions and/or crop yields at the field- and pixel-level. In various implementations, a first temporal sequence of high-elevation digital images may be obtained that captures a geographic area over a given time interval through a crop cycle of a first type of crop. Ground truth operational data generated through the given time interval and that influences a final crop yield of the first geographic area after the crop cycle may also be obtained. Based on these data, a ground truth-based crop yield prediction may be generated for the first geographic area at the crop cycle's end. Recommended operational change(s) may be identified based on distinct hypothetical crop yield prediction(s) for the first geographic area. Each distinct hypothetical crop yield prediction may be generated based on hypothetical operational data that includes altered data point(s) of the ground truth operational data.

公开(公告)号：US10949972B2

公开(公告)日：2021-03-16

申请号：US16236743

申请日：2018-12-31

Applicant: X Development LLC

Inventor： Cheng-en Guo ,  Wilson Zhao ,  Jie Yang ,  Zhiqiang Yuan ,  Elliott Grant

IPC: G06T7/00 ,  G06T5/50 ,  G06T7/143 ,  A01D41/127 ,  G06K9/00 ,  G06N3/04 ,  G06N3/08 ,  G06Q10/04 ,  G06Q50/02

Abstract: Implementations relate to diagnosis of crop yield predictions and/or crop yields at the field- and pixel-level. In various implementations, a first temporal sequence of high-elevation digital images may be obtained that captures a geographic area over a given time interval through a crop cycle of a first type of crop. Ground truth operational data generated through the given time interval and that influences a final crop yield of the first geographic area after the crop cycle may also be obtained. Based on these data, a ground truth-based crop yield prediction may be generated for the first geographic area at the crop cycle's end. Recommended operational change(s) may be identified based on distinct hypothetical crop yield prediction(s) for the first geographic area. Each distinct hypothetical crop yield prediction may be generated based on hypothetical operational data that includes altered data point(s) of the ground truth operational data.