Please cite this article in press as: C. Wongchoosuk, et al., Portable electronic nose based on carbon nanotube-SnO
2
gas sensors and its application
for detection of methanol contamination in whiskeys, Sens. Actuators B: Chem. (2010), doi:10.1016/j.snb.2010.03.072
ARTICLE IN PRESS
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SNB-12243; No. of Pages 8
Sensors and Actuators B xxx (2010) xxx–xxx
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Sensors and Actuators B: Chemical
journal homepage: www.elsevier.com/locate/snb
Portable electronic nose based on carbon nanotube-SnO
2
gas sensors and its
application for detection of methanol contamination in whiskeys
Chatchawal Wongchoosuk
a
, Anurat Wisitsoraat
b
, Adisorn Tuantranont
b
, Teerakiat Kerdcharoen
a,c,∗
a
Department of Physics and Center of Nanoscience and Nanotechnology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand
b
Nanoelectronic and MEMS Lab, National Electronic and Computer Technology Center, Pathumthani 12120, Thailand
c
NANOTEC Center of Excellence at Mahidol University, National Nanotechnology Center, Thailand
article info
Article history:
Received 11 March 2009
Received in revised form 16 March 2010
Accepted 24 March 2010
Available online xxx
Keywords:
E-nose
Carbon nanotube
Metal oxide
Gas sensor
Feature extraction techniques
abstract
In this paper, a portable electronic nose (E-nose) based on hybrid carbon nanotube-SnO
2
gas sensors is
described. The hybrid gas sensors were fabricated using electron beam (E-beam) evaporation by means
of powder mixing. The instrument employs feature extraction techniques including integral and primary
derivative, which lead to higher classification performance as compared to the classical features (R and
R/R
0
). It was shown that doping of carbon nanotube (CNT) improves the sensitivity of hybrid gas sensors,
while quantity of CNT has a direct effect on the selectivity to volatile organic compounds, i.e., methanol
(MeOH) and ethanol (EtOH). The real-world applications of this E-nose were also demonstrated. Based
on the proposed methods, this instrument can monitor and classify 1 vol% of MeOH contamination in
whiskeys.
© 2010 Elsevier B.V. All rights reserved.
1. Introduction
Nowadays, electronic nose (E-nose) has become a powerful
tool to evaluate the aroma compounds during the quality con-
trol process of foods and beverages [1–3]. Besides, E-noses have
also been employed for public safety [4], environment protection
[5,6], disease diagnostics [7], etc. E-nose is composed of an array
of gas sensors made from various materials that display distinct
gas-sensing behaviors of which differentiation can be combined
and interpreted via pattern recognition techniques [8]. Among the
available sensing materials, metal oxide semiconductors (MOS),
such as SnO
2
and WO
3
, have been the most popular due to their
high sensitivity to a rich set of volatile compounds.
Doping has long been used as a traditional mean to obtain new
MOS gas sensors that exhibit gas-sensing properties differentiated
from the original ones. Recently, much interest has been focused
on carbon nanotube (CNT) as potential dopant, due to its special
electronic properties and high specific surface area that can boost
catalytic reactions occurring at the metal oxide surface. The hybrid
CNT–SnO
2
gas sensors prepared by different techniques have been
reported to have excellent responses to NO
2
[9,10], CO [10], NH
3
∗
Corresponding author at: Department of Physics and Center of Nanoscience and
Nanotechnology, Faculty of Science, Mahidol University, Bangkok 10400, Thailand.
Tel.: +66 866037395; fax: +66 22015843.
E-mail address: sctkc@mahidol.ac.th (T. Kerdcharoen).
[11],H
2
[12], CHOH [13] and indoor air pollutants [14]. Among such
techniques, co-evaporation of SnO
2
/CNT is a relatively new concept
to form hybrid CNT–SnO
2
gas sensors [15,16]. It offers exten-
sive possibilities for controlling the film structure and morphology
with high deposition rates, low contamination, high reliability and
high productivity. However, there have been very few reports on
CNT–SnO
2
gas sensors prepared by this technique, and this sensor
system has not been applied for E-nose applications.
In this work, we report on an E-nose based on hybridized
CNT–SnO
2
gas sensors prepared by electron beam (E-beam) evapo-
ration, which is inexpensive, fast, portable, reliable and suitable for
use for the detection and classification of both solid and liquid sam-
ples. In addition, feature extraction techniques including integral
and primary derivative are proposed for improving classification
performance by principal component analysis (PCA). This E-nose
was tested in a real-world application, i.e., for detecting methanol
(MeOH) contaminant in whiskeys. This system will be a useful tool
for quality assurance of whiskey produced by village industries.
2. Experimental
2.1. Fabrication of gas sensors
The gas sensors were fabricated by E-beam evaporation. Top and
cross-sectional views of sensor structure are shown in Fig. 1a and
b, respectively. First, Cr/Au interdigitated electrodes on alumina
substrates were prepared. Prior to deposition of the electrodes,
0925-4005/$ – see front matter © 2010 Elsevier B.V. All rights reserved.
doi:10.1016/j.snb.2010.03.072