In this paper an innovative measurement system for odor classification, based on Quartz Ctystal Microbalances (QCMs), is presented. In particular, the problem of detecting typical wine aroma components in mixtures where ethanol is present is taken into account. In QCM sensors the sensitive layer is a polymeric layer deposited on a quartz surface. Chemical mixtures are adsorbed by the polymeric layer, inducing a change in the quartz mass and therefore in its resonance frequency. The frequency shift is measured by a dedicated fully digital front-end hardware implementing a technique proposed by Cantoni [1]. This approach allows reducing the measurement dine while maintaining a high frequency resolution. The developed System allows 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 differentiate among different compounds In this study some measurements obtained with an array of 4 sensors with different sensitive layers are presented. An exponential fining of the transient responses is used for feature extraction. Principal Component Analysis (PCA) to reduce data dimensionality is used.
Di Nucci, C., Fort, A., Rocchi, S., Tondi, L., Ulivieri, N., Vignoli, V., et al. (2002). Study of the dynamic response of QCM sensors by means of a fast and accurate all-digital frequency detector. In Proceedings of the 19th IEEE Instrumentation and Measurement Technology Conference (IMTC 2002) (pp.33-38). IEEE [10.1109/IMTC.2002.1006811].
Study of the dynamic response of QCM sensors by means of a fast and accurate all-digital frequency detector
Fort, A.;Rocchi, S.;Vignoli, V.;
2002-01-01
Abstract
In this paper an innovative measurement system for odor classification, based on Quartz Ctystal Microbalances (QCMs), is presented. In particular, the problem of detecting typical wine aroma components in mixtures where ethanol is present is taken into account. In QCM sensors the sensitive layer is a polymeric layer deposited on a quartz surface. Chemical mixtures are adsorbed by the polymeric layer, inducing a change in the quartz mass and therefore in its resonance frequency. The frequency shift is measured by a dedicated fully digital front-end hardware implementing a technique proposed by Cantoni [1]. This approach allows reducing the measurement dine while maintaining a high frequency resolution. The developed System allows 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 differentiate among different compounds In this study some measurements obtained with an array of 4 sensors with different sensitive layers are presented. An exponential fining of the transient responses is used for feature extraction. Principal Component Analysis (PCA) to reduce data dimensionality is used.File | Dimensione | Formato | |
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https://hdl.handle.net/11365/32103
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