Studies on blind separation of gas sensor array signals

被引:0
|
作者
Wei, GF
Tang, ZA [1 ]
Chan, PCH
Yu, J
Wang, LD
Yan, GZ
机构
[1] Dalian Univ Technol, Res Ctr Micro Syst, Dalian 116024, Peoples R China
[2] Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Hong Kong, Hong Kong, Peoples R China
[3] Peking Univ, Inst Microelect, Beijing 100871, Peoples R China
来源
关键词
blind source separation; gas sensor array; gas mixture analysis; independent component analysis;
D O I
暂无
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Responses of a Micro-hotplate based integrated gas sensor array to CO and CH4 were measured with an automated gas sensor calibration system. Combining with the blind source separation(BSS techniques, the blind separability in gas mixture analysis was discussed. The widely used BSS approach-Independent Component Analysis(ICA) was adopted to verify the proposed method by analyzing the gas mixtures of CO and CH, The. analysis results demonstrate that BSS was an effective way to extract the information of gas components in mixtures, from which the gas concentrations can be estimated. The average relative quantification errors were 9.37% and 8.11% for CO and CH4, respectively, in the specified concentration ranges.
引用
收藏
页码:55 / 57
页数:3
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