Transient response analysis for temperature-modulated chemoresistors

被引:82
|
作者
Gutierrez-Osuna, R [1 ]
Gutierrez-Galvez, A
Powar, N
机构
[1] Texas A&M Univ, Dept Comp Sci, College Stn, TX 77843 USA
[2] Wright State Univ, Dept Comp Sci & Engn, Dayton, OH 45435 USA
关键词
transient response analysis; pattern recognition; gas sensor arrays; electronic nose; multi-exponential models; temperature modulation;
D O I
10.1016/S0925-4005(03)00248-X
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This article presents a sensor excitation and signal processing approach that combines temperature modulation and transient analysis to enhance the selectivity and sensitivity of metal-oxide gas sensors. A staircase waveform is applied to the sensor heater to extract transient information from multiple operating temperatures. Four different transient analysis techniques, Pade-Z-transform, multi-exponential transient spectroscopy (METS), window time slicing (WTS) and a novel ridge regression solution, are evaluated on the basis of their ability to improve the sensitivity and selectivity of the sensor array. The techniques are validated on two experimental databases containing serial dilutions and mixtures of organic solvents. Our results indicate that processing of the thermal transients significantly improves the sensitivity of metal-oxide chemoresistors when compared to the quasi-stationary temperature-modulated responses. (C) 2003 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:57 / 66
页数:10
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