Analysis of the Flow Patterns of Liquid Organic Compounds between Blade Electrodes by Classification Models

Yoshio Iwai, Kohei Yoshida, Yasuhiko Arai, Gerrit Schüürmann, Björn Loeprecht, Walter M.F. Fabian, Takahiro Suzuki

研究成果: Contribution to journalArticle査読

5 被引用数 (Scopus)

抄録

The flow patterns of 20 organic liquids with diverse structures and functionalities between electrodes were measured under a dc electric field. The results clearly showed the existence of a strong relationship between the flow pattern of a compound and its molecular structure. On the basis of a variety of 23 molecular descriptors including those obtained by quantum-chemical calculations, multiple regression analysis and discriminant analysis were applied to identify the significant factors contributing to the flow patterns. For the flow rate dipole moment, nucleophilic delocalizability and lipophilicity as expressed by the 1-octanol/water partition coefficient were found to be the key factors as judged by a five-value regression model with a squared correlation coefficient (r2) of 0.881. For the direction of the flow, just two quantum-chemical parameters, namely, absolute hardness and the self-polarizability normalized by molecular volume, were identified as significant factors by using linear discriminant analysis. The numbers of misclassified compounds were only one and two for training and prediction (leave-one-out cross-validation), respectively, by the best discriminant model.

本文言語英語
ページ(範囲)988-993
ページ数6
ジャーナルJournal of Chemical Information and Computer Sciences
40
4
DOI
出版ステータス出版済み - 2000

All Science Journal Classification (ASJC) codes

  • 化学 (全般)
  • 情報システム
  • コンピュータ サイエンスの応用
  • 計算理論と計算数学

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