Classification and authentication of unknown water samples using machine learning algorithms

ISA Transactions

Volumn 50, Issue 3, 2011, Pages 487-495

  Kundu, Palash K ^a   Panchariya, P C ^b   Kundu, Madhusree ^c  

^a JADAVPUR UNIVERSITY   (India)

^b CENTRAL ELECTRONICS ENGINEERING RESEARCH INSTITUTE   (India)

^c NATIONAL INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Electronic tongue; Machine learning; PCA; PLS; Pulse voltametry; Water sample authentication

Indexed keywords

ARTIFICIAL INTELLIGENCE; AUTHENTICATION; ELECTRODES; ELECTRONIC TONGUES; LEARNING SYSTEMS; LEAST SQUARES APPROXIMATIONS; PRINCIPAL COMPONENT ANALYSIS; SOLID-STATE SENSORS; VOLTAGE MEASUREMENT;

INSTRUMENTATION SYSTEMS; LABORATORY ENVIRONMENT; MULTI-SENSOR SYSTEMS; PARTIAL LEAST SQUARE (PLS); PCA (PRINCIPAL COMPONENT ANALYSIS); TIME SERIES SIGNALS; VOLTAMETRY; WATER SAMPLES;

LEARNING ALGORITHMS;

WATER;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; CHEMISTRY; COMPUTER SIMULATION; ENVIRONMENTAL MONITORING; METHODOLOGY; THEORETICAL MODEL; WATER POLLUTANT;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; ENVIRONMENTAL MONITORING; MODELS, THEORETICAL; PATTERN RECOGNITION, AUTOMATED; WATER; WATER POLLUTANTS;

EID: 79955923880     PISSN: 00190578     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isatra.2011.03.003     Document Type: Article

References (53)

1. A.V. Gopinath, and D. Russel An inexpensive field portable programmable potentiostat Chemical Educator 2 2006 23 28
2. S. Holmin, P. Spangeus, C. Krantz-Rulcker, and F. Winquist Compression of electronic tongue data based on voltametrya comparative study Sensors and Actuators B (Chemical) 76 2001 455 464 (Pubitemid 32513919)
3. T. Artursson, and M. Holmberg Wavelet transform of electronic tongue data Sensors and Actuators B (Chemical) 87 2002 379 391 (Pubitemid 35282286)
4. S. Buratti, S. Benedetti, M. Scampicchio, and E.C. Pangerod Characterization and classification of Italian Barbera wines by using an electronic nose and an amperometric electronic tongue Analytica Chimica Acta 525 2004 133 139 (Pubitemid 39330393)
5. V. Parra, A.A. Arrieta, J.B. Fernndez-Escudero, M.L. Rodrguez-Mndez, and J.A. De Saja Electronic tongue based on chemically modified electrodes and voltammetry for the detection of adulterations in wines Sensors and Actuators, B 118 2006 448 453 (Pubitemid 44308410)
6. S. Burrati, D. Ballabio, S. Benedetti, and M.S. Cosio Prediction of Italian red wine sensorial descriptors from electronic nose, electronic tongue and spectrophotometric measurements by means of genetic algorithm regression models Food Chemistry 100 2007 211 218
7. A. Riul, H.C. de Sousa, R.R. Malmegrim, D.S. dos Santos, A.C.P.L.F. Carvalho, and F.J. Fonseca Wine classification by taste sensors made from ultra-thin films and using neural networks Sensors and Actuators, B 98 2004 77 82
8. C. Di Natale, R. Paolesse, M. Burgio, E. Martinelli, G. Pennazza, and A. D'Amico Application of metalloporphyrins-based gas and liquid sensor arrays to the analysis of red wine Analytica Chimica Acta 513 2004 49 56 (Pubitemid 38624466)
9. A. Legin, A. Rudnitskaya, L. Lvova, Y. Vlasov, C. Di Natale, and A. D'Amico Evaluation of Italian wine by the electronic tongue: recognition, quantitative analysis and correlation with human sensory perception Analytica Chimica Acta 484 2003 33 44 (Pubitemid 36555774)
10. C. Di Natale, R. Paolesse, A. Macagnano, A. Mantini, A. D'Amico, and M. Ubigli Application of a combined artificial olfaction and taste system to the quantification of relevant compounds in red wine Sensors and Actuators, B 69 2000 342 347
11. R.B. Bjorklund, C. Magnusson, P. Mrtensson, F. Winquist, and C. Krantz-Rlcker Continuous monitoring of yoghurt fermentation using a noble metal electrode array International Journal of Food Science & Technology 44 2009 635 640
12. L.A. Dias, A.M. Peres, M. Vilas-Boas, M.A. Rocha, L. Estevinho, and A.A.S.C. Machado An electronic tongue for honey classification Microchimica Acta 163 2008 97 102
13. S. Iiyama, M. Yahiro, and K. Toko Measurments of soy sauce using taste sensors Sensors and Actuators, B 66 2000 205 206
14. L. Moreno, A. Merlos, N. Abramova, C. Jimnez, and A. Bratov Multi-sensor array used as an electronic tongue for mineral water analysis Sensors and Actuators, B 116 2006 130 134 (Pubitemid 43766136)
15. J. Gallardo, S. Alegret, R. Muoz, M. de Romn, L. Leija, and M. del Valle An electronic tongue using potentiometric all-solid-state PVC-membrane sensors for the simultaneus quantification of ammonium and potassium ion sin water Analytical and Bioanalytical Chemistry 377 2003 248 256 (Pubitemid 40871579)
16. A. Riul, A.M. Gallardo Soto, S.V. Mello, S. Bone, D.M. Taylor, and L.H.C. Mattoso An electronic tongue using polypyrrole and polyaniline Synthetic Metals 132 2003 109 116
17. L.A. Dias, A.M. Peres, A.C.A. Veloso, F.S. Reis, M. Vilas-Boasa, and A.A.S.C. Machado An electronic tongue taste evaluation: identification of goat milk adulteration with bovine milk Sensors and Actuators, B 136 2009 209 217
18. T.R.L.C. Paixo, and M. Bertotti Fabrication of disposable voltammetric electronic tongues by using Prussian blue films electrodeposited onto CD-R gold surfaces and recognition of milk adulteration Sensors and Actuators, B 137 2009 266 273
19. P. Ciosek, R. Mamiska, A. Dybko, and W. Wrblewski Potentiometric electronic tongue based on integrated array of microelectrodes Sensors and Actuators, B 127 2007 8 14 (Pubitemid 47503697)
20. P. Ciosek, and W. Wrblewski Miniaturized electronic tongue with an integrated reference microelectrode for the recognition of milk samples Talanta 76 2008 548 556
21. P. Ciosek, Z. Brzozka, and W. Wrblewski Electronic tongue for flow-through analysis of beverages Sensors and Actuators, B 118 2006 454 460 (Pubitemid 44287434)
22. F. Winquist, R. Bjorklund, C. Krantz-Rlcker, I. Lundstrm, K. stergren, and T. Skoglund An electronic tongue in the dairy industry Sensors and Actuators, B 111112 2005 299 304 (Pubitemid 41354879)
23. P. Ciosek, E. Augustyniak, and W. Wrblewski Polymeric membrane ion-selective and cross-sensitive electrode-based electronic tongue for qualitative analysis of beverages The Analyst 129 2004 639 644 (Pubitemid 38961996)
24. L. Lvova, S.S. Kim, A. Legin, Y. Vlasov, J.S. Yang, and G.S. Cha All-solid-state electronic tongue and its application for beverage analysis Analytica Chimica Acta 468 2002 303 314 (Pubitemid 35283869)
25. A. Legin, A. Rudnitskaya, Y. Vlasov, C. Di Natale, and E. Mazzone Application of electronic tongue for qualitative and quantitative analysis of complex liquid media Sensors and Actuators, B 65 2000 232 234
26. Y.G. Vlasov, A.V. Legin, A.M. Rudnitskaya, A. D'Amico, and C. Di Natale Electronic tonguenew analytical tool for liquid analysis on the basis of non-specific sensors and methods of pattern recognition Sensors and Actuators, B 65 2000 235 236
27. F. Winquist, C. Krantz-Rlcker, P. Wide, and I. Lundstrm Monitoring of freshness of milk by an electronic tongue on the basis of voltametry Measurement Science and Technology 9 1998 1937 1946
28. A. Legin, A. Rudnitskaya, Y. Vlasov, C. Di Natale, F. Davide, and A. D'Amico Tasting of beverages using an electronic tongue Sensors and Actuators, B 44 1997 291 296 (Pubitemid 127437386)
29. F. Winquist, P. Wide, and I. Lundstrom An electronic tongue based on voltammetry Analytica Chimica Acta 357 1997 21 31 (Pubitemid 28015010)
30. C. Sderstrm, F. Winquist, and C. Krantz-Rlcker Recognition of six microbial species with an electronic tongue Sensors and Actuators, B 89 2003 248 255
31. M.J. Gismera, S. Arias, M.T. Sevilla, and J.R. Procopio Simultaneous quantification of heavy metals using a solid state potentiometric sensor array Electroanalysis 21 8 2009 979 987
32. D. Calvo, A. Dur'an, and M.del. Valle Use of sequential injection analysis to construct an electronic-tongue. Application to multidetermination employing the transient response of a potentiometric sensor array Analytica Chimica Acta 600 2007 97 104 (Pubitemid 47445414)
33. A. Rudnitskaya, A. Legin, B. Seleznev, D. Kirsanov, and Y. Vlasov Detection of ultra-low activities of heavy metal ions by an array of potentiometric chemical sensors Microchimica Acta 163 2008 71 80
34. A. Legin, D. Kirsanov, A. Rudnitskaya, and V. Babain Cross-sensitive rare earth metal ion sensors based on extraction systems Sensors and Actuators, B 131 2008 29 36 (Pubitemid 351458661)
35. M. Gutirrez, V.M. Moo, S. Alegret, L. Leija, P.R. Hernndez, and R. Muoz Electronic tongue for the determination of alkaline ions using a screen-printed potentiometric sensor array Microchimica Acta 163 2008 81 88
36. M. Gutirrez, S. Alegret, R. Cceres, J. Casadess, O. Marf, and M. del Valle Application of a potentiometric electronic tongue to fertigation strategy in greenhouse cultivation Computers and Electronics in Agriculture 57 2007 12 22 (Pubitemid 46498890)
37. B.K. Alpert Wavelets and other bases for fast numerical linear algebra C.K. Chui, Wavelets: a tutorial in theory and applications 1992 Academic New York
38. B. Alpert, G. Beylkin, R. Coifman, and V. Rokhlin Wavelet-like bases for the fast solution of second-kind integral equations SIAM Journal on Scientific Computing 14 1 1993 159 184
39. H. Wold Estimation of principal components and related models by iterative least squares P.R. Krishnaiah, Multivariate analysis II 1966 Academic Press New York 391 420
40. H. Wold Partial least squares S. Kotz, N.L. Johnson, Encyclopedia of the statistical sciences vol. 6 1985 John Wiley & Sons 581 591
41. S. Wold Nonlinear partial least squares modeling II, spline inner relation Chemolab 14 1992 71 84
42. P. Geladi, and B.R. Kowalski Partial least-squares regression: a tutorial Analytica Chimica Acta 185 1986 1 17
43. S.J. Qin, and T.J. McAvoy Nonlinear PLS modeling using neural network Computers Chemical Engineering 16 4 1992 379 391 (Pubitemid 23560966)
44. Rosipal R, Trejo LJ, Matthews B. Kernel PLSSVC for linear and nonlinear classification. In: Proceedings of the twentieth international conference on machine learning. Washington (DC). 2003. p. 6407.
45. B. Schlkopf, and A.J. Smola Learning with kernelssupport vector machines, regularization, optimization and beyond 2002 The MIT Press
46. N. Karp, J. Griffin, and K. Lilley Application of partial least squares discriminant analysis to two-dimensional difference gel studies in expression proteomics Proteomics 5 1 2005 81 90 (Pubitemid 40189640)
47. J.M. Andrade, S. Muniategui, and D. Prada Prediction of clean octane numbers of catalytic reformed naphthas using FT-m.i.r. and PLS Fuel 76 11 1997 1035 1042 (Pubitemid 127398643)
48. D.V. Nguyen, and D.M. Rocke Tumor classification by partial least squares using microarray gene expression data Bioinformatics 18 2002 39 50 (Pubitemid 34145030)
49. D.V. Nguyen, and D.M. Rocke Multi-class cancer classification via partial least squares with gene expression profiles Bioinformatics 18 2002 1216 1226
50. D. Machelle, S. Wilson, L. Ustin, and D.M. Rocke Classification of contamination in salt marsh plants using hyperspectral reflectance IEEE Transactions on Geoscience and Remote Sensing 42 5 2004 1088 1095
51. P. Oliver, M.E. Whelehan, E.J. Earll, T. Marianne, and L. Eriksson Detection of ovarian cancer using chemometric analysis of proteomic profiles Chemometrics and Intelligent Laboratory Systems 84 12 2006 82 87 (Pubitemid 44780791)
52. M.H. Kaspar, and W.H. Ray Dynamic modeling for process control Chemical Engineering Science 48 20 1993 3447 3467
53. S. Lakshminarayanan, L. Sirish, and K. Nandakumar Modeling and control of multivariable processes: the dynamic projection to latent structures approach AIChE Journal 43 1997 2307 2323