論文 Pattern recognition of solid materials by multiple probe gases

Kosuke Minami SAMURAI ORCID (National Institute for Materials ScienceROR) ; Gaku Imamura SAMURAI ORCID (National Institute for Materials ScienceROR) ; Takahiro Nemoto (National Institute for Materials ScienceROR) ; Kota Shiba SAMURAI ORCID (National Institute for Materials ScienceROR) ; Genki Yoshikawa SAMURAI ORCID (National Institute for Materials ScienceROR)

コレクション

引用
Kosuke Minami, Gaku Imamura, Takahiro Nemoto, Kota Shiba, Genki Yoshikawa. Pattern recognition of solid materials by multiple probe gases. MATERIALS HORIZONS. 2018, 6 (3), 580-586. https://doi.org/10.1039/C8MH01169A
SAMURAI

説明:

(abstract)

A pattern recognition-based chemical sensor array is an efficient approach to discriminating odours or complex mixture of gaseous molecules. In such an approach, solid materials are coated on surfaces of sensors as probe receptors, and gaseous molecules are exposed to those sensors as targets. Here, we propose the reverse approach, that is, gaseous molecules as probes and solid materials as targets, leading to pattern recognition of solid materials. Using a nanomechanical sensor as an example of sensing platform, we have demonstrated that this approach can discriminate polymers with different molecular weights as well as those having slightly different functional groups evaluated through detailed classification using support vector machine in addition to principal component analysis and linear discriminant analysis. Classification of those target solid materials with 100% accuracy has been achieved with some specific combinations of the probe gases. Since any kind of gaseous molecules and any kind of chemical sensors can be utilized as the probe and sensing platform, respectively, this study will open a new horizon of comprehensive analysis of solid materials through a pattern formed by the gas-solid interaction.

権利情報:

キーワード: nanomechanical sensors, solid sensing

刊行年月日: 2018-12-19

出版者: Royal Society of Chemistry (RSC)

掲載誌:

  • MATERIALS HORIZONS (ISSN: 20516347) vol. 6 issue. 3 p. 580-586

研究助成金:

原稿種別: 出版者版 (Version of record)

MDR DOI:

公開URL: https://doi.org/10.1039/C8MH01169A

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更新時刻: 2024-01-05 22:12:14 +0900

MDRでの公開時刻: 2023-07-29 13:30:19 +0900

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