Estación de Viticultura e Enoloxía de Galicia (EVEGA-AGACAL), Ponte San Clodio s/n, 32428 Leiro-Ourense, Spain.
Information Technology Group, Wageningen University & Research, 6708 Wageningen, The Netherlands.
Sensors (Basel). 2023 Feb 11;23(4):2059. doi: 10.3390/s23042059.
Biogeography is a key concept associated with microbial terroir, which is responsible for the differentiation and uniqueness of wines. One of the factors influencing this microbial terroir is the vegetation, which in turn is influenced by climate, soil, and cultural practices. Remote sensing instruments can provide useful information about vegetation. This study analyses the relationship between NDVI, calculated using Sentinel-2 and Landsat-8 satellite images of different veraison dates, and microbial data obtained in 2015 from 14 commercial (organic and conventional) vineyards belonging to four Designations of Origin (DOs) from Galicia (northwest Spain). Microbial populations in grapes and musts were identified using PCR techniques and confirmed by sequencing. Statistical analyses were made using PCA, CCA, TB-PLS, and correlation analyses. This study confirms that the NDVI is positively correlated with the diversity of yeasts, both in grapes' surface and must samples. Moreover, the results of this study show: (i) Sentinel-2 images, as well as Landsat-8 images, can establish differences in NDVI related to yeast terroir in grapes and musts, as it is the most relevant DO factor, (ii) Sentinel-2 NDVI and yeast biogeography are moderately to strongly correlated, (iii) Sentinel-2 achieved a better delimitation of the DOs than Landsat-8 and can establish more accurate differences in NDVI-yeast terroir correlations, and (iv) a higher NDVI was associated with the yeast biogeographical patterns of the DOs with higher species richness (S) consisting of weakly fermenting yeasts ( spp., and spp). However, NDVI values did not correlate well with biogeographic patterns of yeasts previously studied at frequency level (proportion or percentage of each species) in each particular DO. This study suggests that satellite imagery has the potential to be a valuable tool for wine quality management and a decision-making instrument for DO regulators and winegrowers.
生物地理学是与微生物风土相关的一个关键概念,它是葡萄酒差异化和独特性的原因。影响这种微生物风土的因素之一是植被,而植被又受到气候、土壤和文化实践的影响。遥感仪器可以提供有关植被的有用信息。本研究分析了使用 Sentinel-2 和 Landsat-8 卫星图像计算的 NDVI 与 2015 年从加利西亚(西班牙西北部)四个原产地(DO)的 14 个商业(有机和常规)葡萄园获得的微生物数据之间的关系。使用 PCR 技术和测序对葡萄和葡萄汁中的微生物种群进行鉴定。使用 PCA、CCA、TB-PLS 和相关分析进行统计分析。本研究证实,NDVI 与葡萄和葡萄汁中酵母的多样性呈正相关。此外,本研究结果表明:(i)Sentinel-2 图像以及 Landsat-8 图像可以建立与葡萄和葡萄汁中酵母风土相关的 NDVI 差异,因为它是最相关的 DO 因素;(ii)Sentinel-2 的 NDVI 和酵母生物地理学之间呈中度至强相关;(iii)Sentinel-2 比 Landsat-8 更能准确划定 DO 的界限,并能在 NDVI-酵母风土相关性方面建立更准确的差异;(iv)较高的 NDVI 与具有较高物种丰富度(由弱发酵酵母组成的 spp.、 和 spp.)的 DO 的酵母生物地理学模式相关。然而,NDVI 值与在每个特定 DO 中以频率水平(每种物种的比例或百分比)先前研究的酵母的生物地理学模式相关性较差。本研究表明,卫星图像有可能成为葡萄酒质量管理的宝贵工具,也是 DO 监管机构和葡萄酒生产者的决策工具。