Electrochimica Acta 55 (2010) 6782–6788
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Electrochimica Acta
journal homepage: www.elsevier.com/locate/electacta
Application of an electronic tongue to study the effect of the use of pieces of
wood and micro-oxygenation in the aging of red wine
M. Gay
a
, C. Apetrei
b
, I. Nevares
c
, M. del Alamo
d
, J. Zurro
e
, N. Prieto
f
, J.A. De Saja
f
,
M.L. Rodríguez-Méndez
a,∗
a
Department of Inorganic Chemistry, E.T.S. Ingenieros Industriales, University of Valladolid, Paseo del Cauce s/n, 47011 Valladolid, Spain
b
Department of Chemistry, Faculty of Sciences, European Excellence Research Centre for Environmental Problems, “Dun˘ area de Jos” University of Galati, Romania
c
Department of Agricultural Engineering, E.T.S.I.A., University of Valladolid, Spain
d
Department of Analytical Chemistry, E.T.S.I.A., University of Valladolid, Spain
e
Infirmary School Palencia, University of Valladolid, Spain
f
Department of Condensed Matter Physics, Faculty of Sciences, University of Valladolid, Spain
article info
Article history:
Received 24 March 2010
Received in revised form 24 May 2010
Accepted 29 May 2010
Available online 8 June 2010
Keywords:
Electronic tongue
Wine
Polyphenol
Chips
Phthalocyanine
abstract
The ageing of red wines matured in oak barrels and wines treated soaking pieces of wood of different
sizes (chips or staves) in micro-oxygenated stainless steel tanks has been monitored periodically using
an electronic tongue, chemical analysis and a panel of experts. The use of micro-oxygenation in stainless
steel tanks, lets get wines with characteristics similar to wines aged in oak barrels. However, differences
in the phenolic content and in particular in the anthocyanin levels are observed during the first steps of
ageing and in the final product.
In the early stages of ageing, Principal Component Analysis (PCA) and Partial Least Squares Discrimi-
nant Analysis (PLS-DA) calculated from the electronic tongue outputs have permitted the discrimination
between wines aged with traditional and alternative methods due to the faster rate of ageing caused
by chips or staves. After 5 months of ageing, the use of alternative ageing methods cannot be longer
detected. However, when the ageing continues in a reducing atmosphere (bottled wines), the electronic
tongue has demonstrated a good capability to discriminate and classify bottled wines previously aged
in oak barrels from those previously treated with oak chips and oak staves. The effect of the size of the
pieces and of the type of wood can also be detected by the e-tongue. Using Partial Least Squares (PLS-1)
good correlations have been found between the electrochemical signals provided by the array of sensors
and the polyphenolic content parameters. Good correlations have also been established with the scores
given by the panel of experts, in particular with the astringency.
© 2010 Elsevier Ltd. All rights reserved.
1. Introduction
Recently, alternative ageing methods have been developed that
can simplify the traditional maturing of wines in oak barrels [1]. One
of these techniques consists in adding small oak wood pieces (chips
or staves) to wines kept in stainless steel tanks. A gentle oxidation
of tanks is necessary to simulate the micro-oxydation that occurs in
barrels due to the diffusion of oxygen trough the barrel pores [2–4].
The oxygen dissolved, promotes the oxidation of certain chemical
compounds, resulting in wines with a high degree of similarity with
wines aged in oak barrels. For this reason, there is a need to develop
methods able to detect the use of such alternative ageing methods.
The phenolic composition of wines is strongly influenced by the
experimental conditions of the ageing. It is well known that the final
∗
Corresponding author. Tel.: +34 983 423540; fax: +34 983 423310.
E-mail address: mluz@eis.uva.es (M.L. Rodríguez-Méndez).
chemical and organoleptic characteristics of wines depend on the
type of wood used (origin, drying and toasting of the wood), con-
tact time with wine, temperature etc. In the case of treatment with
pieces of wood additional parameters such as the size or the con-
ditions of the micro-oxygenation have also an important influence
in the phenolic spectrum of the final product [5–9]. For this reason,
the phenolic composition can help to characterise and detect wine
ageing styles.
A promising approach to analyse wines consists in the use of
electronic tongues [10–18]. Such systems are formed by an array
of sensors where several sensing units, which exhibit different
responses to various compounds, are coupled with signal pro-
cessing methods based on pattern recognition or artificial neural
networks.
Our group has developed an electronic tongue dedicated to
the analysis of red wines. It consists in an array of voltampero-
metric sensors chemically modified with electroactive substances
(phthalocyanines and perylenes). These materials are sensitive to
0013-4686/$ – see front matter © 2010 Elsevier Ltd. All rights reserved.
doi:10.1016/j.electacta.2010.05.090