Agronomic classification between vineyards ('Verdejo') using NDVI and Sentinel-2 and evaluation of their wines

S. Vélez, J. A. Rubio, M. I. Andres, E. Barajas
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引用次数: 16

Abstract

A classification between three vineyards belonging to the Appellation of Origin Rueda (Castilla y Leon, Spain) has been established in veraison to determine the productive capacities of each vineyard and to study their impact on the grape quality. Several open-access multispectral images obtained from the SENTINEL-2A satellite in the year 2016 were used to calculate the NDVI (Normalized Difference Vegetation Index), which provides information about the vigour of the vineyards. Eleven cloud-free images were assessed and based on the NDVI, three vigour levels were established: high vigour (0.356-0.458), medium vigour (0.285-0.355) and low vigour (0.166-0.284). A level of vigour was assigned to each vineyard according to the NDVI mean values of its pixels. Significant differences were found in the pruning wood weight and yield: high, medium and low vigour values were 2438, 1895 and 1487 kg·ha-1 and 15984, 12990 and 10576 kg·ha-1, respectively. The highest values of total acidity (6.04 g·L-1) and tartaric acid (9.05 g·L-1) have been obtained in low vigour, as well as the lowest values of pH (3.26), malic acid (0.42 g·L-1) and potassium (1640 ppm). Finally, one wine per vigour was produced and a tasting was carried out to check if the differences between the vineyards were perceptible. According to the obtained results, the NDVI is a good indicator to classify vineyards, finding notable differences between the experimental treatments studied.
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使用NDVI和Sentinel-2对葡萄园('Verdejo')进行农艺分类,并对其葡萄酒进行评价
为了确定每个葡萄园的生产能力,并研究它们对葡萄质量的影响,在三个属于Rueda原产地名称(西班牙卡斯蒂利亚-莱昂)的葡萄园之间建立了分类。使用2016年SENTINEL-2A卫星获取的几张开放获取的多光谱图像来计算NDVI(归一化植被指数),该指数提供了有关葡萄园活力的信息。对11幅无云影像进行评价,根据NDVI划分出3个烈度等级:高烈度(0.356 ~ 0.458)、中烈度(0.285 ~ 0.355)和低烈度(0.166 ~ 0.284)。根据其像素的NDVI平均值,为每个葡萄园分配了一个活力水平。剪枝重和产量差异显著:高、中、低活力值分别为2438、1895和1487 kg·ha-1, 15984、12990和10576 kg·ha-1。低龄期总酸度最高(6.04 g·L-1),酒石酸最高(9.05 g·L-1), pH最低(3.26),苹果酸最低(0.42 g·L-1),钾最低(1640 ppm)。最后,生产了一种每活力的葡萄酒,并进行了品尝,以检查葡萄园之间的差异是否明显。结果表明,NDVI是一个很好的葡萄园分类指标,不同处理间差异显著。
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