Identification of organic solvents by a virtual multisensor system with hierarchical classification

被引:32
作者
Schülze, A
Gramm, A
Rühl, T
机构
[1] Univ Saarland, Lab Measurement Technol, D-66123 Saarbrucken, Germany
[2] Univ Giessen, Inst Appl Phys, D-35392 Giessen, Germany
关键词
dynamic operating mode; hierarchical pattern classification; virtual multisensor;
D O I
10.1109/JSEN.2004.833514
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To improve the selectivity of semiconductor gas sensors, temperature modulation is often used. We present a study showing the potential of this technique with information gained comparable to multisensor systems. A dynamic operating mode coupled with a low-complexity evaluation strategy allows the identification of six organic solvent vapors over a wide concentration range (2-200 ppm) with a single sensor, for example, for leak detection systems. The system features low false alarm rates; in addition, interference by other gases, such as CO or NO2, can be suppressed. For even higher identification power, switching on-line between different temperature cycles was studied, which provides better information for critical decisions.
引用
收藏
页码:857 / 863
页数:7
相关论文
共 17 条
[1]  
[Anonymous], PATTERN CLASSIFICATI
[2]   Air Quality Monitoring and Fire Detection With The Karlsruhe Electronic Micronose KAMINA [J].
Arnold, Christina ;
Harms, Michael ;
Goschnick, Joachim .
IEEE SENSORS JOURNAL, 2002, 2 (03) :179-188
[3]  
BAHNERS M, 2000, VIRTUELLE INSTRUMENT
[4]  
BAUER M, 2001, P SENS NUR GERM, V1, P31
[5]  
Chou J., 2000, Hazardous gas monitors: a practical guide to selection, operation and applications
[6]   CHARACTERISTICS OF SEMICONDUCTOR GAS SENSORS .2. TRANSIENT-RESPONSE TO TEMPERATURE-CHANGE [J].
CLIFFORD, PK ;
TUMA, DT .
SENSORS AND ACTUATORS, 1983, 3 (03) :255-281
[7]   High performance solvent vapor identification with a two sensor array using temperature cycling and pattern classification [J].
Gramm, A ;
Schütze, A .
SENSORS AND ACTUATORS B-CHEMICAL, 2003, 95 (1-3) :58-65
[8]   Pattern Analysis for Machine Olfaction: A Review [J].
Gutierrez-Osuna, Ricardo .
IEEE SENSORS JOURNAL, 2002, 2 (03) :189-202
[9]   Gas identification by modulating temperatures of SnO2-based thick film sensors [J].
Heilig, A ;
Barsan, N ;
Weimar, U ;
Schweizer-Berberich, M ;
Gardner, JW ;
Gopel, W .
SENSORS AND ACTUATORS B-CHEMICAL, 1997, 43 (1-3) :45-51
[10]   Function and applications of gas sensors [J].
Kohl, D .
JOURNAL OF PHYSICS D-APPLIED PHYSICS, 2001, 34 (19) :R125-R149