首页> 外国专利> DATA ASSIMILATION FOR CALCULATING COMPUTER-BASED MODELS OF CROP GROWTH

DATA ASSIMILATION FOR CALCULATING COMPUTER-BASED MODELS OF CROP GROWTH

机译:计算基于计算机的作物生长模型的数据同化

摘要

A method for estimating growth stage threshold values for a specific hybrid seed at a specific geo-location using historical growth stage data and observed growth stage data comprises using a server computer system, storing a historical crop growth model of one or more hybrid seeds measured from one or more fields over a particular period of time. The historical crop growth model includes growth stage threshold estimates for one or more hybrid seeds. The server computer system receives, via a network, one or more digital measurement values specifying one or more observed growth stage values for a particular hybrid seed at a particular field over a particular period of time. The server computer system transforms the growth stage thresholds into growth stage duration values for the historical crop data and the observed crop data. The server computer system then generates a posterior distribution of growth stage duration values for the particular hybrid seed using a multivariate distribution of growth stage duration value data, which is comprised of historical and observed growth stage data, a covariate matrix describing correlations between different growth stages, and an error matrix used to represent variations in the multivariate distribution. The server computer system estimates mean duration values and variance values for the different growth stages for the particular hybrid seed and then calculates estimated crop growth threshold values for the particular hybrid seed. The server computer system then sends the estimated crop growth threshold values to one or more external computer systems for the purposes of updating and programming crop management instructions.
机译:一种使用历史生长期数据和观察到的生长期数据估算特定地理位置特定杂种种子的生长期阈值的方法,包括使用服务器计算机系统,存储从中测量的一个或多个杂种种子的历史农作物生长模型。在特定时间段内的一个或多个字段。历史农作物生长模型包括一种或多种杂种种子的生长阶段阈值估计。该服务器计算机系统通过网络接收一个或多个数字测量值,该数字测量值指定在特定时间段内在特定田地上的特定杂种种子的一个或多个观察到的生长阶段值。服务器计算机系统将历史作物数据和观察到的作物数据的生长期阈值转换为生长期持续时间值。然后服务器计算机系统使用生长期持续时间值数据的多元分布来生成特定杂交种子的生长期持续时间值的后验分布,该多元分布由历史和观察到的生长阶段数据组成,协变量矩阵描述了不同生长阶段之间的相关性,以及用于表示多元分布中的变化的误差矩阵。服务器计算机系统估计特定杂种种子不同生长阶段的平均持续时间值和方差值,然后计算特定杂种种子的估计作物生长阈值。然后,服务器计算机系统将估计的作物生长阈值发送到一个或多个外部计算机系统,以更新和编程作物管理指令。

著录项

  • 公开/公告号US2017351790A1

    专利类型

  • 公开/公告日2017-12-07

    原文格式PDF

  • 申请/专利权人 THE CLIMATE CORPORATION;

    申请/专利号US201615348749

  • 发明设计人 MARIAN FARAH;JEFFREY GERARD;

    申请日2016-11-10

  • 分类号G06F17/50;

  • 国家 US

  • 入库时间 2022-08-21 12:58:13

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