Enhancing electronic nose performance by sensor selection using a new integer-based genetic algorithm approach

Sensors and Actuators, B: Chemical

Volumn 106, Issue 1 SPEC. ISS., 2005, Pages 114-121

  Gardner, J W ^a   Boilot, P ^a   Hines, E L ^a  

^a UNIVERSITY OF WARWICK   (United Kingdom)

Author keywords

Array configuration; Binary; Electronic nose; Feature selection; Genetic algorithm; Integer; Search method; Sequential search

Indexed keywords

BACTERIA; DATA REDUCTION; FEATURE EXTRACTION; GENES; GENETIC ALGORITHMS; PATTERN RECOGNITION;

ARRAY CONFIGURATION; BINARY; ELECTRONIC NOSE; FEATURE SELECTION; INTEGERS; SEARCH METHOD; SEQUENTIAL SEARCH;

SENSORS;

EID: 16644388588     PISSN: 09254005     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.snb.2004.05.043     Document Type: Conference Paper

References (14)

1. T.C. Pearce, S.S. Schiffman, H.T. Nagle, J.W. Gardner (Eds.), Handbook of Machine Olfaction, Wiley-VCH, 2003.
2. Gardner J.W., Bartlett P.N. A brief history of the electronic nose. Sens. Actuators B. 18-19:1994;211-220
3. Boilot P., Hines E.L., Gardner J.W., Pitt R., John S., Mitchell J., Morgan D.W. Classification of bacteria responsible for ENT and eye infections using the Cyranose system. IEEE Sens. J. 2(3):2002;247-253. (special issue on artificial olfaction)
4. Kermani B.G., Schiffman S.S., Nagle H.T. A novel method for reducing the dimensionality in a sensor array. IEEE Trans. Instrum. Meas. 47(3):1998;728-741
5. S. Pardo, S. Marco, C. Calaza, A. Ortega, A. Perera, T. Sundic, J. Samitier, Methods for sensor selection in pattern recognition, in: J.W. Gardner, K.C. Persaud (Eds.), Electronic Noses and Olfaction 2000, IoP Publishing, 2000, pp. 83-88.
6. Corcoran P., Anglesea J., Elshaw M. The application of genetic algorithms to sensor parameter selection for multisensor array configuration. Sens. Actuators A. 76:1999;57-66
7. Corcoran P., Lowery P., Anglesea J. Optimal configuration of a thermal cycled gas sensor array with neural network pattern recognition. Sens. Actuators B. 48:1998;448-455
8. Walmsley A.D., Haswell S.J., Metcalfe E. Methodology for the selection of suitable sensors for incorporation into a gas sensor array. Anal. Chim. Acta. 242:1991;31-36
9. Gardner J.W. Detection of vapours and odours from a multi-sensor array using pattern recognition. Part 1: principal component analysis. Sens. Actuators B. 4:1991;109-116
10. D.W. Aha, R.L. Bankert, A comparative evaluation of sequential feature selection algorithms, in: D. Fisher, H.-J. Lenz (Eds.), Learning from Data, Springer-Verlag, 1996, pp. 199-206.
11. D.E. Goldberg, Genetic Algorithms in Search, Optimisation and Machine Learning, Addison-Wesley, 1989.
12. M. Russo, L.C. Jain, An introduction to evolutionary computing, in: L.C. Jain (Ed.), Evolution of Engineering and Information Systems and Their Applications, CRC Press, 1999, pp. 1-30.
13. Boilot P., Hines E.L., Gongora M.A., Folland R.S. Electronic noses inter-comparison, data fusion and sensor selection in discrimination of standard fruit solutions. Sens. Actuators B. 88:2003;80-88
14. P. Boilot, Ph.D. Thesis, University of Warwick, July 2003.