Comparison of an Electronic Nose Based on Ultrafast Gas Chromatography, Comprehensive Two-Dimensional Gas Chromatography, and Sensory Evaluation for an Analysis of Type of Whisky
Hindawi
Journal of Chemistry
Volume 2017, Article ID 2710104, 13 pages
https://doi.org/10.1155/2017/2710104
Research Article
Comparison of an Electronic Nose Based on Ultrafast
Gas Chromatography, Comprehensive Two-Dimensional Gas
Chromatography, and Sensory Evaluation for an Analysis
of Type of Whisky
Paulina WiVniewska, Magdalena UliwiNska, Tomasz Dymerski,
Waldemar Wardencki, and Jacek NamieVnik
Department of Analytical Chemistry, Faculty of Chemistry, Gdańsk University of Technology,
11/12 Narutowicza St., 80-233 Gdańsk, Poland
Correspondence should be addressed to Paulina Wiśniewska;
and Tomasz Dymerski;
Received 7 October 2016; Revised 19 December 2016; Accepted 18 January 2017; Published 5 March 2017
Academic Editor: Lee Y. Heng
Copyright © 2017 Paulina Wiśniewska et al. This is an open access article distributed under the Creative Commons Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly
cited.
Whisky is one of the most popular alcoholic beverages. There are many types of whisky, for example, Scotch, Irish, and American
whisky (called bourbon). The whisky market is highly diversified, and, because of this, it is important to have a method which
would enable rapid quality evaluation and authentication of the type of whisky. The aim of this work was to compare 3 methods:
an electronic nose based on the technology of ultrafast gas chromatography (Fast-GC), comprehensive two-dimensional gas
chromatography (GC × GC), and sensory evaluation. The selected whisky brands included 6 blended whiskies from Scotland,
4 blended whiskies from Ireland, and 4 bourbons produced in the USA. For data analysis, peak heights of chromatograms were
used. The panelists who took part in sensory evaluations included 4 women and 4 men. The obtained data were analyzed by 2
chemometric methods: partial least squares discriminant analysis (PLS-DA) and discrimination function analysis (DFA). E-nose
and GC × GC allowed for differentiation between whiskies by type. Sensory analysis did not allow for differentiation between
whiskies by type, but it allowed giving consumer preferences.
1. Introduction
Whisky is an alcoholic beverage produced by the distillation
of malted or fermented grain mash. Whisky is matured in
oak barrels of a capacity not exceeding 700 l. Only water and
pure caramel, a natural colorant, can be added to the distillate
[1–3]. Scotch whisky is the most popular alcoholic drink
of this type, which, in addition to all the above-mentioned
requirements, has to be exclusively produced in Scottish
distilleries. Scotch whisky is mainly produced from barley
malt, water, and an admixture of some grains, for example,
wheat and rye.
Irish whisky is made in Ireland and, as in the case of
Scotch, it also consists of malted barley and some grains. The
taste of Irish whisky is more delicate than that of Scotch,
because the former is obtained by 3 separate distillations [4].
Besides those described above, one of the most popular types
of American whisky should be mentioned, namely, bourbon.
Bourbon must fulfill the following requirements established
by the US Congress in 1964:
(i) It has to be prepared from a mix of grains containing
at least 51% corn (maize).
(ii) The distillate must contain no more than 80% pure
alcohol.
(iii) It has to be only made from natural ingredients.
(iv) It has to be rested in new oak barrels that are charred
inside.
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Journal of Chemistry
(v) It cannot be poured into the barrels if the content of
pure alcohol in the distillate exceeds 62.5%.
(vi) It has to be produced in the United States of America.
In general, bourbon is made from a mash containing
70% corn, wheat or rye, and malted barley. The mash
undergoes fermentation which is followed by distillation and
maturation. Due to the fact that resting is a very important
stage of bourbon production, most bourbon brands specify
the duration of the aging period on the label of the product.
During the resting period, whisky develops its color and
woody flavor. The longer the resting period, the darker the
color [5, 6].
In the case of raw material, whisky can be divided into
2 groups. One is made partly from corn, such as bourbon;
the second is produced without corn, such as Irish or Scotch
whisky. Apart from botanical origin, it is important to analyze
a whisky for its type of production. Irish and Scotch whisky
are produced from the same raw materials, but in different
ways. The main difference is triplicate distillation in the case
of Irish whisky.
The composition of whisky is most frequently analyzed
by means of one-dimensional gas chromatography [7–9].
More advanced analyses are conducted by employing twodimensional gas chromatography [10]. Besides the 2 aforementioned techniques, liquid chromatography [11], spectroscopy [12, 13], sensory evaluation [14], and sensor-based
electronic nose [15] are also used for this purpose. Such
broad diversity of applied analytical techniques is related
to the complex composition of available whisky products.
Whisky is also analyzed to control its composition and
quality as well as authenticate the brand. Distinguishing between the whisky brands in relation to the production procedure, product origin, and quality can be provided by using
an electronic nose based on the technology of ultrafast gas
chromatography, comprehensive two-dimensional gas chromatography, and sensory analysis.
Comprehensive two-dimensional gas chromatography
(GC × GC) is a technique used for the separation of complex
mixtures of chemical compounds and their identification.
In comparison to one-dimensional gas chromatography, it
allows for the detection of a larger amount of compounds and
reduction of the risk of coelution; unfortunately, it is also very
expensive.
The electronic noses are analytical tools designed to
detect and identify mixes of aromatic substances by mimicking the mode of action of the human olfactory organ. To this
day, specific chemical sensors are mainly used. However, at
present, e-noses based on mass spectrometry and fast gas
chromatography are also applied [16]. The electronic nose,
based on Fast-GC, combines the advantages of both the aforementioned chromatographic technique and an electronic
nose. This allows for obtaining comprehensive information
about the sample composition and the volatile fraction profile
[17]. In comparison to GC × GC, analysis by using e-nose
based on Fast-GC is cheaper and less time-consuming, but
there is no possibility of detecting so many compounds
included in the matrix [18].
Sensory evaluation is mainly used for the quality assessment of products. This type of analysis allows investigating
the preferences of consumers and, in comparison to other
techniques, it is the cheapest one. However, due to the presence of people, it can be considered as the least objective
analysis.
In this work, the suitability of an electronic nose based on
the technology of (...truncated)