标题:Application of Electronic Nose Technology in Detection of Combustible Gas
作者:Wang, Zhiqiang; Chen, Ping; Yang, Xiaojing
通讯作者:Wang, ZQ
作者机构:[Wang, Zhiqiang; Chen, Ping; Yang, Xiaojing] Shandong Univ Technol, Sch Comp Sci & Technol, Zibo 255049, Shandong, Peoples R China.
会议名称:8th World Congress on Intelligent Control and Automation (WCICA)
会议日期:JUL 06-09, 2010
来源:2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA)
出版年:2010
页码:6848-6852
DOI:10.1109/WCICA.2010.5554209
关键词:electronic nose; combustible gases; BPNN; principal component analysis;; sensor array
摘要:Based on the study of the theory and constituent of the electronic nose systems, a set of combined gas sensor array, microcontroller and PC for detection of gas mixture is designed and constructed. Four kinds of gas (hydrogen, methane, acetylene, propane) are tested by the system. The feature parameters are picked up from each curve of the gas sensor's reaction. The experimental samples are analyzed by the method of PCA (principal component analysis) and BPNN (BP neural network). The result shows that the four kinds of gas could not be distinguished well by the method of PCA. While BPNN can solve the problem of sensor cross-sensitivity, and four kinds of gas can be identified qualitatively, the recognition probability of BPNN is more than 90%.
收录类别:CPCI-S
资源类型:会议论文
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