水晶振動子質量センサを用いた匂い検出に対するセンサ選択手法の検討

カテゴリ: 論文誌(論文単位)

グループ名: 【C】電子・情報・システム部門

発行日: 2015/06/01

タイトル(英語): An Investigation of Sensor Selection Method to Detect Odors with Quartz Crystal Microbalance Sensors

著者名: 小川　恵志郎（大阪府立大学），井上　勝文（大阪府立大学），吉岡　理文（大阪府立大学），柳本　豪一（大阪府立大学）

著者名(英語): Keishiro Ogawa (Osaka Prefecture University), Katsufumi Inoue (Osaka Prefecture University), Michifumi Yoshioka (Osaka Prefecture University), Hidekazu Yanagimoto (Osaka Prefecture University)

キーワード: 匂い，センサ選択，水晶振動子質量センサ，蟻コロニ最適化　　odor，sensor selection，Quartz Crystal Microbalance sensor，Ant Colony Optimization

要約(英語): In recent years, technological developments of electronic circuit have made it possible to detect odors. There has been considerable interest in odor sensors in various fields. In our research, we utilize Quartz Crystal Microbalance sensors as odor sensors because they are inexpensive and have similar properties of human nose. Although an odor is detected by combining a lot of Quartz Crystal Microbalance sensors having different performances for odor detection, efficient algorithm for selection of these sensors is discussed insufficiently in this research field since the detection task with them is time consuming. To solve this problem, in this paper, we propose a sensor selection algorithm with Ant Colony Optimization and Support Vector Machine. The characteristic point of the proposed method is that it enables us to obtain an efficient set of sensors for detection of an odor rapidly. From experimental results with 22 Quartz Crystal Microbalance sensors, we confirmed our proposed method allowed us to obtain an efficient set of sensors for detection of odors.

本誌: 電気学会論文誌C（電子・情報・システム部門誌） Vol.135 No.6 （2015） 特集：データからの知識発見とその応用

本誌掲載ページ: 706-712 p

原稿種別: 論文／日本語

電子版へのリンク: https://www.jstage.jst.go.jp/article/ieejeiss/135/6/135_706/_article/-char/ja/