Article (Scientific journals)
Three years experiment with the same tin oxide sensor arrays for the identification of malodorous sources in the environment
Romain, Anne-Claude; Nicolas, Jacques; Andre, Philippe
2002In Sensors and Actuators. B, Chemical, (84), p. 271-277
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Keywords :
sensor array; drift; field monitoring
Abstract :
[en] The paper discusses the ability of recognition models to classify malodours in the environment 3 years after their calibration, with the same sources releasing odours. Two methodologies applicable either in the lab or in the field are used. The effect of the long term drift of the sensors is highlighted on the results of principal component analysis (PCA) and of discriminant function analysis (DFA). The paper examines also the applicability of some drift counteraction methods proposed in the literature. Handled with some care, a correction based on the drift direction in the principal components subspace should be applicable to the classification of real odorous sources in the field.
Disciplines :
Physical, chemical, mathematical & earth Sciences: Multidisciplinary, general & others
Author, co-author :
Romain, Anne-Claude  ;  Université de Liège - ULiège > Département des sciences et gestion de l'environnement > Surveillance de l'environnement
Nicolas, Jacques ;  Université de Liège - ULiège > Département des sciences et gestion de l'environnement > Surveillance de l'environnement
Andre, Philippe ;  Université de Liège - ULiège > Département des sciences et gestion de l'environnement > Surveillance de l'environnement
Language :
English
Title :
Three years experiment with the same tin oxide sensor arrays for the identification of malodorous sources in the environment
Publication date :
2002
Journal title :
Sensors and Actuators. B, Chemical
ISSN :
0925-4005
eISSN :
1873-3077
Publisher :
Elsevier Science, Lausanne, Switzerland
Issue :
84
Pages :
271-277
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBi :
since 25 September 2009

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