Terroir 2020 banner
IVES 9 IVES Conference Series 9 Multispectral data from Sentinel-2 as a tool for monitoring late frost events on vineyards

Multispectral data from Sentinel-2 as a tool for monitoring late frost events on vineyards

Abstract

Aim: Climate change is altering some aspects of winegrape production with an advancement of phenological stages which may endanger viticultural areas in the event of a late frost. This study aims to evaluate the potential of satellite-based remote sensing to assess the damage and the recovery time after late frost events.

Methods and Results: Multispectral images derived from the Copernicus Sentinel-2 mission were used to monitor an area in north-eastern Italy affected by late frost in 2017. The study focused on Vitis vinifera cv. Garganega, a white variety mainly cultivated in the provinces of Vicenza and Verona. The reflectance values obtained from satellite imagery of the frost affected area (F) and control area (NF) were used to compute several vegetation indices (VIs). The reflectance of the spectral bands and VIs were compared using an unpaired two-sample t-test. Frost damage was detected by Chlorophyll Absorption Ratio Index (CARI), Enhanced Vegetation Index (EVI) and Modified Triangular Vegetation Index 1 (MTVI1) (P ≤ 0.0001, 0.0001, 0.05, respectively). The spectral bands more sensitive to assess the frost damage were Near-Infrared (NIR) and Red Edge (P ≤ 0.0001). The previous VIs/spectral bands, the Normalised Difference Vegetation Index (NDVI) and the Modified Simple Ratio (MSR) provided information on the full recovery time (P ≤ 0.0001) approximately 40 days after the frost event. 

Conclusions: 

The results suggest that multispectral data from Sentinel-2 have the potential to assess the damage and the recovery time of late frost in vineyards. Moreover, the analysis highlighted the spectral regions and the VIs more related to frost damage and recovery time detection. These findings suggest that Sentinel-2 data may represent a tool for prompt assessment and quantification of the damage, supporting reactive and effective decision-making.

Significance and Impact of the Study: The findings suggest that Sentinel-2 data may represent a cost-effective tool for prompt assessment and quantification of the damage, supporting reactive and effective decision-making. The insurance industry, which usually manage farmers’ risk, may benefit from a timely and near real-time overview of crop conditions.

Moreover, achieving valuable information from open-access imagery would represent the tool to extend the frost management from local to global scale.

DOI:

Publication date: March 17, 2021

Issue: Terroir 2020

Type: Video

Authors

Alessia Cogato1*, Franco Meggio2, Cassandra Collins3, Francesco Marinello1

1Department of Land, Environmental, Agriculture and Forestry, University of Padova, 35020 Legnaro (PD), Italy
2Department of Agronomy, Food, Natural Resources, Animals and the Environment, University of Padova, 35020 Legnaro (PD), Italy 
3School of Agriculture, Food and Wine, The University of Adelaide, Waite Research Institute, Glen Osmond, SA 5064, Adelaide, Australia

Contact the author

Keywords

Spring frost, multispectral remote sensing, vegetation indices, grapevine, frost damage, Vitis vinifera

Tags

IVES Conference Series | Terroir 2020

Citation

Related articles…

IMPACT OF ACIDIFICATION AT BOTTLING BY FUMARIC ACID ON RED WINE AFTER 2 YEARS

Global warming is responsible for a lack of organic acid in grape berries, leading to wines with higher pH and lower titrable acidity. The chemical, microbiological and organoleptic equilibriums are impacted by this change of organic acid concentration. It is common practice to acidify the wine in order to prevent these imbalances that can lead to wine defects and early spoilage. Tartaric acid (TA) is most commonly used by winemaker for wine acidification purposes. Fumaric acid (FA), which is authorized by the OIV in its member states for the inhibition of malolactic fermentation, could also be used as a potential acidification candidate since it has a better acidifying power than tartaric acid.

Early fermentation aroma profiles of grape must produced by various non-Saccharomyces starters

Saccharomyces cerevisiae is the most commonly used yeast species in winemaking. The recent research showed that non-Saccharomyces yeasts as fermentation starters show numerous beneficial features and can be utilized to reduce wine alcoholic strength, regulate acidity, serve as bioprotectants, and finally improve wine aromatic complexity. The majority of published studies on this topic investigated the influence of sequential or co-inoculations of non-Saccharomyces and S. cerevisiae yeasts on the aroma of final wine.

la caratterizzazione dell’areale viticolo “terre alte di brisighella”: aspetti metodologici e primi risultati

La zonazione viticola rappresenta un importante strumento di indagine per valutare e interpretare le potenzialità produttive e qualitative di un territorio. Con l’obiettivo di studiare come l’ambiente influisca sulla qualità dell’uva nell’areale di Brisighella, sono stati monitorati, nelle annate 2007, 2008 e 2009, 14 vigneti per la varietà Albana e 38 per la varietà Sangiovese, rappresentativi di una area vitata di circa 1000 ha.

Phenological characterization of a wide range of Vitis Vinifera varieties

In order to study the impact of climate change on Bordeaux grape varieties and to assess the adaptation capacities of candidates to the grape varieties of this wine region to the new climatic conditions, an experimental block design composed of 52 grape varieties was set up in 2009 at the INRAE Bordeaux Aquitaine center. Among the many parameters studied, the three main phenological stages of the vine (budburst, flowering and veraison) have been closely monitored since 2012. Observations for each year, stage and variety were carried out on four independent replicates. Precocity indices have been calculated from the data obtained over the 2012-2021 period (Barbeau et al. 1998). This work allowed to group the phenological behaviour of the grapevine varieties, not only based on the timing of the subsequent developmental stages, but also on the overall precocity of the cycle and the total length of the cycle between budburst and veraison. Results regarding the variability observed among the different grape varieties for these phenological stages are presented as heat maps.

Intra-vineyard spatial variability explored over multiple seasons by sensor-based techniques in the Valpolicella area

The identification and management of intra-vineyard variability are key to precision viticulture, and sensors have been proven to be highly efficient tools for detecting these variations.