V. Sysoev, V. Y. Musatov, A. V. Silaev, T. R. Zalyalov
{"title":"The Optimization of Number of Sensors in One-Chip Electronic Nose Microarrays with the Help of 3-Layered Neural Network","authors":"V. Sysoev, V. Y. Musatov, A. V. Silaev, T. R. Zalyalov","doi":"10.1109/SIBCON.2007.371322","DOIUrl":null,"url":null,"abstract":"We have tested the gas response of multisensor microarrays of \"electronic nose\" type based on monolithic SnO2 film segmented by metal electrodes. With 3-layered neural network we show that not all the sensor segments of the film are necessary to be involved for successful gas identification. By proper choosing the sensors it is possible to significantly decrease the number of sensors without a loss of recognition power.","PeriodicalId":131657,"journal":{"name":"2007 Siberian Conference on Control and Communications","volume":"14 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2007-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2007 Siberian Conference on Control and Communications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SIBCON.2007.371322","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
We have tested the gas response of multisensor microarrays of "electronic nose" type based on monolithic SnO2 film segmented by metal electrodes. With 3-layered neural network we show that not all the sensor segments of the film are necessary to be involved for successful gas identification. By proper choosing the sensors it is possible to significantly decrease the number of sensors without a loss of recognition power.