Article Sensing signal augmentation by flow rate modulation of carrier gas for accurate differentiation of complex odours

Meng-Qun Feng SAMURAI ORCID (National Institute for Materials Science) ; Tanju Yildirim ORCID (National Institute for Materials Science) ; Kosuke Minami SAMURAI ORCID (National Institute for Materials Science) ; Kota Shiba SAMURAI ORCID (National Institute for Materials Science) ; Genki Yoshikawa SAMURAI ORCID (National Institute for Materials Science)

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Citation
Meng-Qun Feng, Tanju Yildirim, Kosuke Minami, Kota Shiba, Genki Yoshikawa. Sensing signal augmentation by flow rate modulation of carrier gas for accurate differentiation of complex odours. Science and Technology of Advanced Materials. 2024, 25 (1), 2408212. https://doi.org/10.1080/14686996.2024.2408212
SAMURAI

Description:

(abstract)

For olfactory sensors, clear differentiation of complex odour samples requires diverse information. To obtain such information, hardware modifications, such as introducing additional channels with different physical/chemical properties, are usually needed. In this study, we present a new approach to augmenting the sensing signals of an olfactory sensor by modulating the flow rate of the carrier gas. The headspace vapour of complex odours is measured using a sensing system of nanomechanical sensor (Membrane-type Surface stress Sensor, MSS). The resulting data set is quantitatively evaluated using the Davies-Bouldin index (DBI) of principal component analysis (PCA). The increasing number of sensing signals obtained at different gas flow rates leads to a decrease in the DBI, achieving better cluster separation between different odours. Such gas flow effects can be attributed to several factors, including the sample evaporation and the equilibrium of the gas-liquid and gas-solid interfaces. Proton-transfer-reaction time-of-flight mass spectrometry (PTR-TOF-MS) experiments reveal that the compositions of odour samples vary with the different gas flow rates. It is demonstrated that a simple technique for modulating gas flow rates can significantly improve the differentiation performance of complex odours, providing an additional degree of freedom in olfactory sensing.

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Keyword: olfactory sensors, gas sensing, e-nose, smell, chemical sensor array, signal augmentation, differentiation

Date published: 2024-12-31

Publisher: Informa UK Limited

Journal:

  • Science and Technology of Advanced Materials (ISSN: 14686996) vol. 25 issue. 1 2408212

Funding:

  • Grant-in-Aid for Challenging Research 20K20554

Manuscript type: Publisher's version (Version of record)

MDR DOI:

First published URL: https://doi.org/10.1080/14686996.2024.2408212

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Updated at: 2024-12-10 16:56:48 +0900

Published on MDR: 2024-12-10 16:56:48 +0900