GiESCO 2019 banner
IVES 9 IVES Conference Series 9 GiESCO 9 GiESCO 2019 9 Improved vineyard sampling efficiency using aerial NDVI

Improved vineyard sampling efficiency using aerial NDVI

Abstract

Context and purpose of the study ‐ Random sampling is often considered to be the best protocol for fruit sampling because it is assumed to produce a sample that best represents the vineyard population. However, the time and effort in collecting and processing large random samples can be cost prohibitive. When information about known field variability is available, a spatially‐explicit sampling protocol can use that information to more efficiently sample the vineyard population. A commonly used method for mapping vineyards is normalized difference vegetation index (NDVI) which can be acquired through satellite imagery or overhead flight by plane or drone. This study seeks to improve sampling efficiency by using aerial NDVI vineyard imagery to compute optimal spatially‐explicit sampling protocols that minimize both the number of locations sampled and the time required to sample, while also minimizing potential of human errors during data collection.

Material and methods ‐ NDVI imagery acquired from LANDSAT 7 was used to map spatial variability, at a resolution of 30 by 30 meter pixels, in 24 vineyards located in California’s Central Valley. Three sampling methods, each sampling twenty whole fruit clusters, were compared to determine relative efficacy: 1) Twenty pixels selected by a random number generator (RAND20); 2) Four fixed locations, representing each quadrant, near the edge of the vineyard sampling two pixels at each location (RAND4x2), and; 3) One location, determined by a novel optimization algorithm, sampling three pixels (NDVI3). The vineyards were sampled weekly between verasion and harvest to measure Brix, titratable acidity (TA), pH, and total anthocyanins.

Results – All three sampling methods were highly correlated in pair‐wise comparisons of Brix (R= 0.86 – 0.93), TA (R= 0.93 – 0.96), pH (R= 0.96 – 0.98), and anthocyanins (0.88 – 0.90). Comparing NDVI3 and RAND4x2 to RAND20, deviation from RAND20 measurements was slightly lower in NDVI3 for Brix, TA, and pH, and slightly higher for anthocyanins. These results suggest that vineyard sampling in a single row and an optimally calculated location can produce results similar to more costly random sampling.

DOI:

Publication date: June 22, 2020

Issue: GiESCO 2019

Type: Article

Authors

Jim MEYERS (1), Nick DOKOOZLIAN (2), Casey RYAN (2), Cella BIONI (2), Justine VANDEN HEUVEL (1)

(1) Horticulture Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853 and Geneva, NY 14456
(2) Viticulture, Chemistry and Enology, E&J Gallo Winery, 600 Yosemite Blvd., Modesto, CA 95354

Contact the author

Keywords

Grapevine, Sampling, NDVI, Optimization, Spatial variability, Efficiency

Tags

GiESCO 2019 | IVES Conference Series

Citation

Related articles…

The modification of cultural practices in grapevine cv. Syrah, does it modify the characteristics of the musts?

The work shows the results of a year of experimentation (2020) in a Syrah variety vineyard in La Roda (Castilla-La Mancha, Spain). The trial approach was on a randomized block design with two factors: Irrigation (I) and Pruning (P).
Irrigation schedules were adjusted to apply amounts close to 1,500 m3/ha. With this provision, 2 different irrigation treatments were proposed: I1) Start of irrigation from pea-sized grape to post-harvest (providing at least 20 % of the total amount of irrigation water to be provided post-harvest); I2) Start of irrigation from pea-sized grape to harvest (usual irrigation practice in the study area). Pruning was proposed with two treatments, one at the end of January (P1), which is pruning on a conventional date; and P2) pruning carried out at the beginning of budding. In total, 4 repetitions were designed with 4 elementary plots, each one of them representing one of the proposed treatments (I1P1; I1P2; I2P1; I2P2). In total, 16 plots were worked on and each elementary plot consisted of 30 strains, distributed in 3 lines.
The productive response was evaluated with the yield results of the harvest harvested at 23 ºBrix. The qualitative response was measured in the musts through the indices of technological (acidity, pH and potassium) and phenolic maturity and aromatic compounds in free and glycosylated fractions. The treatments tested had, in general, an effect on the different variables analyzed.

How the physical components of the terroir can differently intervene in French wines DPO definitions.Example of Côte de Nuits in Burgundy

European regulations describe what elements must be given in the specifications of DPO determination ; mainly production conditions, links between quality and products characteristics and the physical traits of the production area. These elements are given in the “link to terroir” paragraph relating natural and human factors, detailed product characteristics linked to the geographical area and at last interactions between product originality and the geographical area.

A vine physiology-based terroir study in the AOC-Lavaux region in Switzerland

Understanding how different pedoclimatic conditions interact with vine and berry physiology, and subsequently impact wine quality, is paramount for an good valorization of viticultural terroirs and can help to optimize mitigation strategies in the face of global warming

Use of glutathione under different grape processing and winemaking conditions and its impact on the formation of sulfide off-flavors, colour, and sensory characteristics of Riesling, Sauvignon blanc, and Chardonnay

The use of glutathione (GSH) in winemaking has been legitimated recently, according to OIV resolutions OENO 445-2015 and OENO 446-2015 a maximum dose of 20 mg/L is now allowed to use in must and wine. Several studies have proven the benefits of GSH, predominantly in Sauvignon blanc. Thus, oxidative coloration of must and wine is limited, aroma compounds such as volatile thiols are preserved, and the development of ageing flavors such as sotolon and 2-aminoacetophenone is impeded. The protective effect may be explained by the high affinity of GSH to bind o-quinones which are formed during phenolic oxidation and which are known to initiate browning and other oxidative changes. Some researchers have proposed the hydroxycinnamic acid to GSH ratio (HGR) as an indicator of oxidation susceptibility of must and could show that lower ratios yielded lighter musts.

Late leaf removal does not consistently delay ripeningin semillon in Australia

Context and purpose of the study ‐ An advancement of grapevine phenological development has been observed worldwide in the last two decades. In South Australia this phenomenon is even more accentuated since grapevine is often grown in a hot climate. The main consequences are earlier harvests at higher sugar levels which also result in more alcoholic wines. These are deemed undesirable for the Australian wine industry with consumer preferences shifting towards lower alcohol wines. Vineyard practices can be implemented to control and delay ripening. Amongst them, apical late leaf removal has been successfully applied in Europe to delay ripening by up to two weeks in Sangiovese, Aglianico and Riesling. In those studies, no negative effects were observed on grape colour, phenolics and on the carbohydrate storage capacity of the vines. To date, this technique has not been studied in Australia. In this study late leaf removal, apical to the bunch zone was applied to the variety Semillon for four seasons and compared to an untreated control.