DocumentCode :
783147
Title :
A measurement system for odor classification based on the dynamic response of QCM sensors
Author :
Di Nucci, Claudia ; Fort, Ada ; Rocchi, Santina ; Tondi, Luca ; Vignoli, Valerio ; Di Francesco, Fabio ; Santos, M.B.S.
Author_Institution :
Dept. of Inf. Eng., Siena Univ., Italy
Volume :
52
Issue :
4
fYear :
2003
Firstpage :
1079
Lastpage :
1086
Abstract :
In this paper, an innovative measurement system for odor classification, based on quartz crystal microbalances (QCMs), is presented. The application proposed in this paper is the detection of typical wine aroma compounds in mixtures containing ethanol. In QCM sensors, the sensitive layer is, e.g., a polymeric layer deposited on a quartz surface. Chemical mixtures are sorbed in the sensitive layer, inducing a change in the polymer mass and, therefore, in the quartz resonance frequency. In this paper, the frequency shift is measured by a dedicated, fully digital front-end hardware implementing a technique that allows reducing the measurement time while maintaining a high-frequency resolution . The developed system allows, therefore, measuring variations of the QCM resonance frequency shifts during chemical transients obtained with abrupt changes in odor concentration. Hence, the reaction kinetics can be exploited to enhance the sensor selectivity. In this paper, some measurements obtained with an array of four sensors with different polymeric sensitive layers are presented. An exponential fitting of the transient responses is used for feature extraction. Finally, to reduce data dimensionality, principal component analysis is used.
Keywords :
computerised instrumentation; crystal resonators; dynamic response; gas sensors; microbalances; principal component analysis; quartz; reaction kinetics; PCA; QCM sensors; chemical transients; data dimensionality reduction; digital front-end hardware; electronic nose; ethanol; exponential fitting; feature extraction; frequency shift; frequency shift measurement technique; high-frequency resolution; measurement system; mixtures; odor classification; odor concentration; principal component analysis; quartz crystal microbalances; quartz resonance frequency; reaction kinetics; sensitive polymeric layer; sensor array; sensor selectivity; transient responses; wine aroma compounds; Chemical sensors; Ethanol; Frequency measurement; Hardware; Polymers; Resonance; Resonant frequency; Sensor arrays; Sensor systems; Time measurement;
fLanguage :
English
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9456
Type :
jour
DOI :
10.1109/TIM.2003.814826
Filename :
1232349
Link To Document :
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