Discrimination of a refrigerant gas in a humidity controlled atmosphere by using modelling parameters

被引:15
作者
Delpha, C [1 ]
Siadat, M [1 ]
Lumbreras, M [1 ]
机构
[1] Univ Metz, Lab Interface Composants & Microelect, LICM, CLOES,SUPELEC, F-57070 Metz, France
关键词
tin oxide gas sensors; TGS sensor array; electronic nose applications; humidity effects; data processing; principal component analysis; discriminant factorial analysis;
D O I
10.1016/S0925-4005(99)00389-5
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
For real life conditions of use, the application based on tin oxide gas sensors must be humidity controlled, because humidity is a very influent parameter which may cause false gas detection. In our application, we want to distinguish a refrigerant gas (Forane R134a) in an air conditioned atmosphere using a TGS gas sensor array. At first, this paper presents a summary of the sensor array time-dependent response in a Forane R134a gas concentration (0-1000 ppm) for a humid air atmosphere (0-85%). We show that these responses can be well fitted by a double exponential model for which we extract five modelling parameters. These variables are coupled or not with two experimental parameters, the steady-state conductance and the conductance dynamic slope, and then arranged in data bases. Afterwards, these data bases are treated by using two complementary pattern recognition methods: the principal component analysis (PCA) followed by the discriminant factorial analysis (DFA). We show the ability to discriminate the target gas, whatever the humidity rate, when the modelling parameters are coupled or not with the experimental parameters. Finally, the identification of unknown cases is described. (C) 2000 Elsevier Science S.A. All rights reserved.
引用
收藏
页码:226 / 232
页数:7
相关论文
共 13 条
[1]  
[Anonymous], MULTIVARIATE STAT ME
[2]  
DELPHA C, IN PRESS SENSORS A B
[3]  
DELPHA C, 1999, P SENSORS 99, V2, P513
[4]  
DELPHA C, 1999, IN PRESS SPIE P SERI
[5]  
DELPHA C, 1998, SPIE P SERIES, V3539, P172
[6]  
ENDRES H, 1995, SENSOR ACTUAT B-CHEM, V24, P785
[7]   DETECTION OF VAPORS AND ODORS FROM A MULTISENSOR ARRAY USING PATTERN-RECOGNITION .1. PRINCIPAL COMPONENT AND CLUSTER-ANALYSIS [J].
GARDNER, JW .
SENSORS AND ACTUATORS B-CHEMICAL, 1991, 4 (1-2) :109-115
[8]   Simultaneous quantification of carbon monoxide and methane in humid air using a sensor array and an artificial neural network [J].
Huyberechts, G ;
Szecowka, P ;
Roggen, J ;
Licznerski, BW .
SENSORS AND ACTUATORS B-CHEMICAL, 1997, 45 (02) :123-130
[9]   Qualitative and quantitative analysis of volatile organic compounds using transient and steady-state responses of a thick-film tin oxide gas sensor array [J].
Llobet, E ;
Brezmes, J ;
Vilanova, X ;
Sueiras, JE ;
Correig, X .
SENSORS AND ACTUATORS B-CHEMICAL, 1997, 41 (1-3) :13-21
[10]   The how and why of electronic noses [J].
Nagle, HT ;
Gutierrez-Osuna, R ;
Schiffman, SS .
IEEE SPECTRUM, 1998, 35 (09) :22-34