Agricultural Water Management 156 (2015) 43–50
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Agricultural Water Management
jou rn al hom ep age: www.elsevier.com/locate/agwat
Using field spectrometry and a plant probe accessory to determine
leaf water content in commercial vineyards
Ana Belén González-Fernández
a,∗
, José Ramón Rodríguez-Pérez
a
, Victoriano Marcelo
b
,
José B. Valenciano
c
a
Geomatics Engineering Research Group, University of León, Av. Astorga s/n, 24401 Ponferrada, León, Spain
b
Department of Agrarian Engineering and Sciences, University of León, Av. Astorga s/n, 24401 Ponferrada, León, Spain
c
Department of Agrarian Engineering and Sciences, University of León, Av. Portugal 41, 24071 León, Spain
a r t i c l e i n f o
Article history:
Received 20 September 2014
Accepted 30 March 2015
Keywords:
Plant probe
Water leaf content
Reflectance
Field spectroradiometer
Continuum removal analysis
Vegetation indices
a b s t r a c t
Vine water status is widely considered to be fundamental to grape yield and quality. Typical Mediter-
ranean vineyards experience seasonal droughts so water deficits need to be controlled. We evaluated
the usefulness and effectiveness of a field spectroradiometer used to estimate vine water content at
the leaf and canopy levels. The experiment was conducted in four commercial vineyards located in the
Bierzo region (northwestern Spain) on four different grape varieties (Mencía, Cabernet Sauvignon, Tem-
pranillo and Merlot). Data on spectral measurements and leaf variables (total specific leaf fresh weight,
equivalent water thickness and specific leaf weight) were compiled during the growth phase up to berry
set and veraison in 2009 and 2012 and the relationship between leaf variables, vegetation indices and
continuum removal variables was studied. The results varied depending on the variety; also, at canopy
level they were not suitable for determining water content. Equivalent water thickness and total specific
leaf fresh weight for Tempranillo and Mencía were related to the normalized difference infrared and
shortwave infrared water stress indices. Using the continuum removal variables, the best correlations
for equivalent water thickness were achieved for band area and maximum band depth calculated for
the 1200 nm, 1450 nm and 1950 nm intervals. To estimate vine water status, we recommend calculating
the band area for 1450 nm because of its link to equivalent water thickness (R
2
= 0.681 for Tempranillo).
We demonstrate that yield spectroradiometry is a rapid and non-destructive method for estimating leaf
water content in commercial vineyard at leaf level.
© 2015 Elsevier B.V. All rights reserved.
1. Introduction
Controlling vine humidity levels is crucial to producing quality
wines. An indirect method for measuring vine water content is to
measure leaf water content (Kennedy et al., 2002). Mediterranean
vineyards typically do not use irrigation systems but depend on
Abbreviations: A, area of the three leaf disc; BA, band area; CR, continuum
removal; DM, leaf dry weight (g); EWT, equivalent water thickness (kg/m
2
); FM,
leaf fresh weight (g); fWBI, floating position water band; FWHM, full width at
half maximum; MBD, maximum band depth; NDII, normalized difference infrared
index; NDVI, normalized difference vegetation index; NDWI, normalized difference
water index; SIWSI, shortwave infrared water stress index; SLW, specific leaf weight
(kg/m
2
); SRWI, simple ratio water index; TSLW, total specific leaf fresh weight
(kg/m
2
); VI, vegetation index; WI, water index.
∗
Corresponding author. Tel.: +34 987 442000; fax: +34 987442070.
E-mail addresses: agonf@unileon.es (A.B. González-Fernández),
jr.rodriguez@unileon.es (J.R. Rodríguez-Pérez), v.marcelo@unileon.es (V. Marcelo),
joseb.valenciano@unileon.es (J.B. Valenciano).
climatic conditions and this explains why vines may experience
water stress. Since water stress modifies the pigment composition
of vine leaves (Flexas et al., 2010), reduces content in biochemical
elements, turgor and total water potential and, in general, nega-
tively affects plant growth; measuring leaf water content provides
information on vine water content. Severe water stress reduces
leaf area and, consequently, reduces photosynthesis and affects
metabolism, resulting in stunted growth (Lisar et al., 2012) or even
vine death (Shao et al., 2008). Leaf water content variations affect
grape composition, must quality (Serrano et al., 2010) and yield
(Leeuwen et al., 2009). Although a certain amount of water stress
after veraison increases must quality (Chaves et al., 2010), water
needs must particularly be met during and after bloom. In the
period between bloom and veraison, water stress reduces must
sugar content, with the resulting low alcohol content reflected
in poor quality wines (Leeuwen et al., 2009). Mild water deficits
have an impact on berry size, development and composition by
increasing content in the tannins and anthocyanins that deter-
mine wine quality. In fact, deficit irrigation is a strategy to improve
http://dx.doi.org/10.1016/j.agwat.2015.03.024
0378-3774/© 2015 Elsevier B.V. All rights reserved.