Title :
Recovery of micro gas sensor array response from drift effect by means of DWT and feature extraction for discriminating gas mixtures
Author :
Lee, Sang Jin ; Kim, Young Wung ; Kim, Guk Hee ; Jeon, Gi Joon ; Lee, In Soo
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci., Kyungpook Nat. Univ., Daegu, South Korea
Abstract :
In the case of semiconductor-type gas sensors, since the reproductivity and selectivity are often declined because of a drift effect, it is hard to extract important features from the micro gas sensor array response to discriminate gas mixtures. In this paper, by using the DWT(Discrete Wavelet Transform) we eliminate the factors which cause the drift and extract the features from the transformed patterns of thermally modulated micro gas sensor array responses. This method makes it possible to minimize the drift effect and to extract important features easily and effectively.
Keywords :
discrete wavelet transforms; feature extraction; gas mixtures; gas sensors; pattern classification; sensor arrays; DWT; discrete wavelet transform; drift effect; feature extraction; gas mixture discriminator; pattern transformation; semiconductor type gas sensor; thermally modulated microgas sensor array response; Arrays; Discrete wavelet transforms; Feature extraction; Gas detectors; DWT; feature extraction; gas mixtures; micro gas sensor array; recovery of drift;
Conference_Titel :
SICE Annual Conference 2010, Proceedings of
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7642-8