4.7 Article

A Portable Electronic Nose Based on Embedded PC Technology and GNU/Linux: Hardware, Software and Applications

期刊

IEEE SENSORS JOURNAL
卷 2, 期 3, 页码 235-246

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/JSEN.2002.800683

关键词

Distributed sensing; electronic nose; embedded; ipNose; linux; mixture models; SFFS; signal processing; smart

资金

  1. Generalitat de Catalunya [ACI2001-11]
  2. Ministerio de Ciencia y Tecnologia [DPI2001-3213-C02-01]

向作者/读者索取更多资源

This paper describes a portable electronic nose based on embedded PC technology. The instrument combines a small footprint with the versatility offered by embedded technology in terms of software development and digital communications services. A summary of the proposed hardware and software solutions is provided with an emphasis on data processing. Data evaluation procedures available in the instrument include automatic feature selection by means of SFFS, feature extraction with linear discriminant analysis (LDA) and principal component analysis (PCA), multi-component analysis with partial least squares (PLS) and classification through k-NN and Gaussian mixture models. In terms of instrumentation, the instrument makes use of temperature modulation to improve the selectivity of commercial metal oxide gas sensors. Field applications of the instrument, including experimental results, are also presented.

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