Drift counteraction for an electronic nose

被引:71
作者
Holmberg, M [1 ]
Winquist, F [1 ]
Lundstrom, I [1 ]
Davide, F [1 ]
DiNatale, C [1 ]
DAmico, A [1 ]
机构
[1] UNIV ROMA TOR VERGATA,DEPT ELECT ENGN,I-00133 ROME,ITALY
关键词
electronic nose; drift counteraction; system identification;
D O I
10.1016/S0925-4005(97)80124-4
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Most gas sensors do not give stable responses over a long period of time. This drift causes electronic noses to classify gases wrongly after some period of time. In this paper this problem has been studied, and two methods for counteracting drift are proposed. One is based on reference patterns that are updated when new measurements are made, and the other uses models known from system identification theory. The two methods are suited for different experimental situations, and both give a better result than a back-propagation neural network classifier when they are used under the right conditions.
引用
收藏
页码:528 / 535
页数:8
相关论文
共 10 条
[1]  
BEDNARCZYK D, 1995, SENSOR ACTUAT B-CHEM, V26, P271
[2]  
CHOI SY, 1985, INT C SOL STAT SENS
[3]   PERFORMANCE OF GAS-SENSITIVE PD-GATE MOSFETS WITH SIO2 AND SI3N4 GATE INSULATORS [J].
DOBOS, K ;
STROTMAN, R ;
ZIMMER, G .
SENSORS AND ACTUATORS, 1983, 4 (04) :593-598
[4]  
FRYDER M, 1995, TRANSCUERS 95 EUROSE, V9
[5]   SNO2 SENSORS - CURRENT STATUS AND FUTURE-PROSPECTS [J].
GOPEL, W ;
SCHIERBAUM, KD .
SENSORS AND ACTUATORS B-CHEMICAL, 1995, 26 (1-3) :1-12
[6]   SELF-ORGANIZED FORMATION OF TOPOLOGICALLY CORRECT FEATURE MAPS [J].
KOHONEN, T .
BIOLOGICAL CYBERNETICS, 1982, 43 (01) :59-69
[7]  
Ljung L., 1987, System Identification: Theory for the User
[8]  
SCHONEBERG U, 1991, INT C SOL STAT SENS
[9]   DEVELOPMENT OF A MATHEMATICAL-MODEL FOR THE DEGRADATION OF THE PARAMETERS OF PHOTOEMISSION DETECTORS AND CONVERTERS [J].
SEMIN, VG .
MEASUREMENT TECHNIQUES USSR, 1995, 38 (01) :30-32
[10]  
Sjoberg J., 1995, AUTOMATICA