Integrated sensor array optimization with statistical evaluation

Sensors and Actuators, B: Chemical

Volumn 149, Issue 1, 2010, Pages 239-244

  Xu, Zhe ^a   Shi, Xiajing ^a   Lu, Susan ^a  

^a State University of New York   (United States)

Author keywords

Cluster analysis; General resolution factor; Genetic algorithms; Optimization; Sensor array

Indexed keywords

ANALYTES; CLASSIFICATION PERFORMANCE; CLASSIFICATION RATES; FEATURE SPACE; GENERAL RESOLUTION FACTOR; INPUT SPACE; INTEGRATED APPROACH; INTEGRATED SENSOR ARRAYS; OPTIMAL SUBSETS; OPTIMIZATION PROCEDURES; RESOLUTION FACTORS; SENSOR ARRAY SYSTEMS; SENSOR ELEMENTS; SENSOR SELECTION; STATISTICAL CRITERION; STATISTICAL EVALUATION; STATISTICAL MEASURES;

CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; FUNCTION EVALUATION; GALLIUM ALLOYS; GENETIC ALGORITHMS; OPTIMIZATION; PRINCIPAL COMPONENT ANALYSIS; SENSOR ARRAYS;

QUALITY CONTROL;

EID: 77955470792     PISSN: 09254005     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.snb.2010.05.038     Document Type: Article

References (19)

1. L. Han, X. Shi, W. Wu, F.L. Kirk, J. Luo, L. Wang, D. Mott, L. Cousineau, S. I-Im Lim, S. Lu, and C.J. Zhong Nanoparticle-structured sensing array materials and pattern recognition for VOC detection Sens. Actuators B 106 2005 431 441
2. L. Han, D.R. Daniel, M.M. Maye, and C.J. Zhong Core-shell nanostructured nanoparticle films as chemically sensitive interfaces Anal. Chem. 73 2001 4441 4449
3. L. Wang, X. Shi, N.N. Kariuki, M. Schadt, G.R. Wang, Q. Rendeng, J. Choi, J. Luo, S. Lu, and C.J. Zhong Array of molecularly-mediated thin film assemblies of nanoparticles: correlation of vapor sensing with interparticle spatial properties J. Am. Chem. Soc. 129 2007 2161 2170
4. L. Wang, N.N. Kariuki, M. Schadt, D. Mott, J. Luo, C.J. Zhong, X. Shi, C. Zhang, W. Hao, S. Lu, N. Kim, and J.Q. Wang Sensing arrays constructed from nanoparticle thin films and interdigitated microelectrodes Sensors 6 2006 667 669
5. X. Shi, L.Y. Wang, N. Kariuki, J. Luo, C.J. Zhong, and S. Lu A multi-module artificial neural network approach to pattern recognition with optimized nanostructured sensor array" Sens. Actuators B 6 2006 667
6. Zhe Xu, Meghana Sundar, Xiajing Shi, and Susan Lu Sensor array optimization by cluster analysis and genetic algorithms Proceedings of the 2009 Industrial Engineering Research Conference 2009 1952 1957
7. S. Sharma Applied Multivariate Techniques 1996 John Wiley New York
8. M. Falasconi, M. Pardo, and G. Sberveglieri The novel EOS835 electronic nose and data analysis for evaluating coffee ripening Sens. Actuators B 110 2005 73 80
9. T. Eklov, P. Martensson, and I. Lundstrom Selection of variables for interpreting multivariate gas sensor data Anal. Chim. Acta 381 1999 221 232
10. A.K.M.S. Islam, and B. Saad Correlation studies between electronic nose response and headspace volatiles of eurycoma longifolia extracts Sens. Actuators B 120 2006 245 251
11. J.E. Haugen, and F. Westad Rapid control of smoked atlantic salmon quality by electronic nose: correlation with classical evaluation methods Sens. Actuators B 116 2006 72 77
12. D. Then, A. Vidic, and C. Ziegler A highly sensitive self-oscillating cantilever array for the quantitative and qualitative analysis of organic vapor mixtures Sens. Actuators B 117 2006 1 9
13. O. Gualdron, E. Llobet, and J. Brezmes Coupling fast variable selection methods to neural network-based classifiers: application to multisensor systems Sens. Actuators B 114 2006 522 529
14. J.W. Gardner, P. Boilot, and E.L. Hines Enhancing electronic nose performance by sensor selection using a new integer-based genetic algorithm approach Sens. Actuators B 106 2005 114 121
15. P. Boilot, E.L. Hines, and M.A. Gongora Electronic noses inter-comparison, data fusion and sensor selection in discrimination of standard fruit solutions Sens. Actuators B 88 2003 80 88
16. X. Shi, Development of Pattern Recognition and Array Optimization Techniques for Chemical Sensing System, Ph. D. theses, State University of New York at Binghamton 2007.
17. R. Muller High electronic selectivity obtainable with non-selective chemosensors Sens. Actuators B 4 1991 35 39
18. Julian W Gardner, and Philip N Bartlett Performance definition and standardization of electronic noses Sens. Actuators B 33 1996 60 67
19. B.J. Doleman, M.C. Lonergan, E.J. Severin, T.P. Vaid, and N.S. Lewis Quantitative study of the resolving power of arrays of carbon black-polymer composites in various vapor-sensing tasks Anal. Chem. 70 1998 4177 4190