A neural net implementation of SPCA pre-processor for gas/odor classification using the responses of thick film gas sensor array

Sensors and Actuators, B: Chemical

Volumn 148, Issue 2, 2010, Pages 550-558

  Rajput, N S ^a   Das, R R ^a   Mishra, V N ^a   Singh, K P ^a   Dwivedi, R ^a  

^a BANARAS HINDU UNIVERSITY   (India)

Author keywords

Electronic nose; SPCA pre processor; SPCA transforming neural net; Standardized principal component analysis (SPCA)

Indexed keywords

ARRAY RESPONSE; ARTIFICIAL NEURAL NET; ELECTRONIC NOSE; GAS SENSOR ARRAYS; MEAN SQUARED ERROR; METHYL KETONES; NEURAL CLASSIFIERS; NEURAL NET; PRE-PROCESSING; PREPROCESSORS; SENSOR RESPONSE; SPCA TRANSFORMING NEURAL NET; TIN OXIDE SENSORS;

ACETONE; AROMATIC HYDROCARBONS; ARTIFICIAL ORGANS; CHEMICAL SENSORS; CHLORINE COMPOUNDS; CLASSIFIERS; NANOTECHNOLOGY; NEURAL NETWORKS; SENSOR ARRAYS; THICK FILMS; TIN; TITANIUM COMPOUNDS; XYLENE;

PRINCIPAL COMPONENT ANALYSIS;

EID: 77955306523     PISSN: 09254005     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.snb.2010.05.051     Document Type: Article

References (18)

1. A. Bermak, S.B. Belhouari, M. Shi, and D. Martinez Pattern recognition techniques for odor discrimination in gas sensor array Encyclopedia Sens. 10 2006 1 17
2. R. Gutierrez-Osuna Pattern analysis for machine olfaction: a review IEEE Sens. J. 2 2002 189 202
3. 2 gas sensing array for combustible and explosive gas leakage recognition IEEE Sens. J. 2 2002 140 146
4. 3 perovskite oxides Sens. Actuators B 134 2008 483 487
5. G. Mehmetik, G. Özdemirler, N.K. Toker, U. evikba, and M. Uysal Effect of pretreatment with artichoke extract on carbon tetrachloride-induced liver injury and oxidative stress J. Exp. Toxicol. Pathol. 60 2008 475 480
6. R.R. Kotdawala, N. Kazantzis, and R.W. Thompson Molecular simulation studies of hydrogen cynide and methyl ethyl ketone on zeolite NaX and activated carbon J. Hazard. Mater. 159 2008 169 176
7. M. Farhadian, D. Duchez, C. Vachelard, and C. Larroche Accurate quantitative determination of monoaromatic compounds for the monitoring of bioremediation processes Bioresour. Technol. 100 2009 173 178
8. E. Garcia PCA and SPCA Tutorial, Personal Publication March 2008 available at http://www.miislita.com/information-retrieval-tutorial/pca-spca- tutorial.pdf
9. Z. Xua, X. Shia, L. Wangb, J. Luob, C.J. Zhongb, and S. Lua Pattern recognition for sensor array signals using fuzzy ARTMAP Sens. Actuators B 141 2009 458 464
10. T. Alizadeh, and S. Zeynali Electronic nose based on the polymer coated SAW sensors array for the warfare agent simulants classification Sens. Actuators B 129 2008 412 423
11. U. Siripatrawan Rapid differentiation between E. coli and Salmonella typhimurium using metal oxide sensors integrated with pattern recognition Sens. Actuators B 133 2008 414 419
12. P. Lv, Z. Tang, G. Wei, J. Yu, and Z. Huang Recognizing indoor formaldehyde in binary gas mixtures with a micro gas sensor array and a neural network Meas. Sci. Technol. 18 2007 2997 3004
13. N.H. Beltrán, M.A.D. Mermoud, V.A. Soto, S.A. Salah, and M.A. Bustos Chilean wines classification based only on aroma information Int. J. Intell. Syst. Technol. Winter 2006 85 90
14. J.M. Saleh, and B.S. Hoyle Improved neural network performance using principal component analysis on Matlab Int. J. Comput. Internet Manage. 16 May-August (2) 2008 1 8
15. A. Hyvärinen, J. Karhunen, and E. Oja Independent Component Analysis 2001 John Wiley & Sons
16. K.K. Shukla, R.R. Das, and R. Dwivedi Adaptive resonance neural classifier for identification of gases/odors using an integrated sensor array Sens. Actuators B 50 1998 194 203 and references therein
17. S. Haykin Neural Network: A Comprehensive Foundation 1994 Macmillan New York
18. B.G. Kermani, S.S. Schiffman, and H.T. Nagle Performance of the Levenberg-Marquardt neural network training method in electronic nose applications Sens. Actuators B 110 2005 13 22