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…

NEW INSIGHTS INTO VOLATILE SULPHUR COMPOUNDS SCALPING ON MICROAGGLOMERATED WINE CLOSURES

The evolution of wine during bottle ageing has been of great interest to ensure consistent quality over time. While the role of wine closures on the amount of oxygen is well-known [1], closures could also play other roles such as the scalping phenomenon of flavour compounds. Flavour scalping has been described as the sorption of flavour compounds by the packaging material, which could result in losses of flavour intensity. It has been reported in the literature that volatile sulphur compounds (VSC) can be scalped on wine closures depending on the type of closure (traditional and agglomerated cork, screw-cap, synthetic [2]).

Application of high-resolution climate measurement and modelling to the adaptation of New Zealand vineyard regions to climate variability

Initial results are presented of research into the relationship between climate variability and viticulture in New Zealand vineyards. Atmospheric modelling and analytical tools are being developed to improve adaptation of viticultural practices and grape varieties to current and future climate.

Do we have convergence or divergence in firms’ production and business practices in the global wine industry? 

Wine production is a globally significant and intricate industry, characterized by diverse regions, grape varieties, and producers. Competitive advantage in wine production and marketing arises from localized natural attributes known as terroir, combined with transferable expertise in agronomic practices, winemaking methods, packaging, distribution, and marketing. Wine is a very globalized product with 40% of the total output exported. Globalization has prompted discussions on convergence of business and production practices across industries, driven by technological progress and adoption of international standards. However, persisting differences in cultural norms, institutional frameworks, and regulatory environments hinder full convergence.

A 4D high resolution vineyard soil assessment for soil-hydrological interpretation in combination with automated data analysis and visualization to manage site-specific grape and wine quality

A Visual Information eNvironment for Effective agricultural management and Sustainability (VINES) is under development, which can provide significant competitive advantages to winegrowers by sustaining their appellation-specific grape and wine qualities and yields while measurably conserving water resources.

Function, barriers, and the environmental benefits of reuse bottle system for wine

With 0.3 to 0.7 kg CO2eq per 0.75 L wine, the glass bottle is the main contributor to the carbon footprint of a bottle of wine.