Kullback-Leibler distance optimization for artificial chemo-sensors

Proceedings of IEEE Sensors

Volumn , Issue , 2009, Pages 1146-1150

  Vergara, Alexander ^a   Muezzinoglu, Mehmet K ^a   Rulkov, Nikolai ^a   Huerta, Ramon ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CHEMO-SENSORS; CLASSIFICATION PERFORMANCE; FEATURE SPACE; GAS SENSORS; KULLBACK-LEIBLER DISTANCE; METAL OXIDE SENSORS; OPERATING PARAMETERS; OPERATING TEMPERATURE; PERFORMANCE INDICES; QUANTITATIVE MEASURES; SAMPLE DATASET; SINGLE SENSOR;

CLASSIFICATION (OF INFORMATION); INFORMATION THEORY; METALLIC COMPOUNDS; OPTIMIZATION; PROBABILITY DISTRIBUTIONS; TEMPERATURE;

SENSORS;

EID: 77951139020     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSENS.2009.5398579     Document Type: Conference Paper

References (15)

1. G. Laurent, "Olfactory processing: maps, time and codes", Curr. Opin. Neurobiol. 7, 1997, pp. 547-553.
2. M. S. Freund, N.S. Lewis, "A Chemically Diverse, Conducting Polymer-Based "Electronic Nose"", Proc. Natl. Acad. Sci. U. S. A. 1995, 92, 2652-2656.
3. T. A. Dickinson, J. White, J.S. Kauer, D.R. Walt, "A chemical-detecting system based on a cross-reactive optical sensor array", Nature 1996, 382,697-700.
4. K. Persaud and G. Dodd, "Analysis of discrimination mechanisms in the mammalian olfactory system using a model nose", Nature 299, 1982, pp. 352-355.
5. J. White, J.S. Kauer, T.A. Dickinson and D.R. Walt, "Rapid analyte recognition in a device based on optical sensors and the olfactory system", Anal. Chem. 68, 1996, pp. 2191-2202.
6. K.C. Persaud, P.J. Travers, "Arrays of Broad Specificity Film for Sensing Volatile Chemicals" In: Kress-Rogers, E. (Ed.), Handbook of Biosensors and Electronic Noses Medicine, Food and the Environment, CRC Press, New York, 1997, pp. 563-592.
7. J. W. Gardner, P. N. Bartlett, "Electronic noses: Principles and applications", New York Oxford University Press, 1999.
8. P. T. Moseley, B. C. Tofield, Eds., "Solid-state gas sensors", The Adam Hilger series on sensors, Bristol, UK, 1987.
9. C. E. Shannon and W. Weaver, The Mathematical "Theory of Communication", University of Illinois Press, Urbana, Illinois, 1949.
10. T. Pearce, M. Sanchez-Montanes, "Chemical sensor array optimization: Geometric and information theoretic approaches", in: T. Pearce, S. Schiffman, H.T. Nagle and J.W. Gardner, Eds, Handbook of Artificial Olfaction Machines Electronic nose technology, Wiley-VCH Weinheim Germany, 2003.
11. C. Di Natale, S. Marco, F. Davide, A. D'Amico, Sensor-array calibration time reduction by dynamic modelling, Sens. Actuators B 24-25, 1995, 578-583.
12. Figaro Engineering Inc., Japan, http://www.figaro.co.jp
13. M. Muezzinoglu, A. Vergara, R. Huerta, N. Rulkov, H. Abarbanel, A. Selverston, M. Rabinovich, "Acceleration of Chemo-Sensory Information Processing using Transient Features", Sens. Actuators B, 137, 2009, pp. 507-512.
14. C. C. Chang, C. J. Lin, LibSVM - A library for Support Vector Machine, v. 2.85 (2007). Available at http://www.csie.ntu.edu.tw/~cjlin/libsvm.
15. R. O. Duda, P. E. Hart, D. G. Stork, Pattern Classification, 2nd ed., Wiley Interscience: New York, (2001).