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Vine Signal Extraction - an Application of remote sensing in precision Viticulture

机译:葡萄信号提取-遥感技术在精密葡萄栽培中的应用

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摘要

This paper presents a study of precision agriculture in the wine industry. While precision viticulture mostly aims to maximise yields by delivering the right inputs to appropriate places on a farm in the correct doses and at the right time, the objective of this study was rather to assess vine biomass differences. The solution proposed in this paper uses aerial imagery as the primary source of data for vine analysis. The first objective to be achieved by the solution is to automatically identify vineyards blocks, vine rows, and individual vines within rows. This is made possible through a series of enhancements and hierarchical segmentations of the aerial images. The second objective is to determine the correlation of image data with the biophysical data (yield and pruning mass) of each vine. A multispectral aerial image is used to compute vegetation indices, which serve as indicators of biophysical measures. The results of the automatic detection are compared against a test field, to verify both vine location and vegetation index correlation with relevant vine parameters. The advantage of this technique is that it functions in environments where active cover crop growth between vines is evident and where variable vine canopy conditions are present within a vineyard block.
机译:本文介绍了葡萄酒工业中的精确农业研究。虽然精密葡萄栽培的主要目的是通过以正确的剂量和正确的时间向农场的适当地点提供正确的投入物来最大化产量,但这项研究的目的不是评估葡萄生物量的差异。本文提出的解决方案使用航空影像作为葡萄藤分析的主要数据来源。该解决方案要实现的第一个目标是自动识别葡萄园块,葡萄树行和行中的单个葡萄树。通过对航拍图像进行一系列增强和分层分割,使之成为可能。第二个目标是确定图像数据与每个葡萄藤的生物物理数据(产量和修剪质量)的相关性。多光谱航空影像用于计算植被指数,可作为生物物理措施的指标。将自动检测的结果与测试场进行比较,以验证藤蔓位置和植被指数与相关藤蔓参数的相关性。该技术的优势在于,它可以在葡萄藤之间活跃的覆盖作物生长明显且葡萄园区中存在可变的葡萄树冠状况的环境中发挥作用。

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