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Development of an image-based system to assess agricultural fertilizer spreader pattern

机译:基于图像的系统的发展评估农业肥料撒套模式

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摘要

An Automatic Calibration of Fertilizers (ACFert) system was developed, for use with centrifugal, pendulum or other types of broadcast spreaders which distribute dry granular agricultural materials on the top of the soil. The ACfert is based on image processing techniques and includes a specially designed mat, which should be placed in the ground for spreaders calibration. A set of images acquired outdoor by a standard device (simple camera) is used to extract information about the spreader distribution pattern. Each image is processed independently, providing as output two numerical values for each grid element present in the image - the number of fertilizers/seeds counted, and its numerical label. The performance of ACFert was evaluated for automatic granules detection using a set of manual counting measurements of nitrate fertilizer and wheat seeds. A total of 185 images acquired with two mobiles devices were used with a total of 498 quadrilateral elements observed and analysed. The overall mean absolute relative error between counting and computed by the ACFert system, were 0.75 +/- 0.75% for fertilizer and 2.12 +/- 1.68% for wheat. This near real-time calibration tool is a very low cost system that can be easily used on field, providing results to support accurate spreader calibration in near real time for different types of fertilizers or seeds.
机译:开发了肥料(Acfert)系统的自动校准,适用于离心,摆锤或其他类型的广播涂布器,这些类型的广播涂布器在土壤顶部分配干燥的粒状农业材料。 Acfert基于图像处理技术,包括特殊设计的垫,应将其放置在地面以进行吊具校准。由标准设备(简单相机)室外获取的一组图像用于提取有关扩展器分配模式的信息。每个图像被独立处理,为图像中存在的每个网格元素提供为输出两个数值 - 计数的肥料/种子的数量及其数值标签。使用一组手动计数测量测量硝酸盐肥料和小麦种子进行评估Acfert的性能。使用两个手机设备获得的总共185个图像,总共观察到并分析了498个四边形元素。施用肥料的计数和计算之间的总体平均绝对相对误差为0.75 +/- 0.75%,小麦的2.12 +/- 1.68%。这种近实时校准工具是一种非常低的成本系统,可以很容易地在现场使用,从而提供近实时施用的结果,以适用于不同类型的肥料或种子。

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