The use of FT-MIR spectroscopy and counter-propagation artificial neural networks for tracing the adulteration of olive oil

Acta Chimica Slovenica

Volumn 55, Issue 4, 2008, Pages 935-941

  Grošelj, Neva ^a   Vračko, Marjan ^a   Pierna, Juan Antonio Fernández ^b   Baeten, Vincent ^a   Novič, Marjana ^a  

^a NATIONAL INSTITUTE OF CHEMISTRY   (Slovenia)

^b WALLOON AGRICULTURAL RESEARCH CENTRE   (Belgium)

Author keywords

Counter propagation artificial neural networks; Hazelnut oil; MIR spectroscopy; Olive oil adulteration

Indexed keywords

EID: 59249094922     PISSN: 13180207     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (24)

1. S. Sivakesava, J. Irudayaraj, Detection of Inverted Beet Sugar Adulteration of Honey by FTIR Spectroscopy, J. Sci. Food Agric. 2001, 81, 683-690.
2. D. Picque, D. Lefier, R. Grappin, G. Corrieu, Monitoring Of Fermentation By Infrared Spectrometry, Analytica Chimica Acta 1993, 279, 67-72.
3. S. Sivakesava, J. Irudayaraj, Determination of Sugars in Aqueous Mixtures Using Mid-Infrared Spectroscopy, Applied Engin. Agric. 2000, 16, 543-550.
4. N. Duputy, M. Meurens, B. Sombret, P. Legrand, J.P. Huvenne, Determination of Sugars and Organic Acids in Fruit Juices by FT Mid-IR Investigation of Dry Extract, Applied spectroscopy 1992, 46, 860-863.
5. M. Suchanek, H. Filipova, K. Volka, I. Delgadillo, A.N. Davies, Qualitative Analysis of Green Coffee by IR Spectrometry, Fresenius J. Anal Chem 1996, 354, 327-332.
6. Y. W. Lai, E. K. Kemsley, R. H. Wilson, Potential of Fourier Transform Infrared Spectroscopy for the Authentication of Vegetable Oils, J Agric. Food Chem. 1994, 42, 1154-1159.
7. J. Zupan, M. Novič, Liu, J. Gasteiger, Classification of multicomponent analytical data of olive oils using different neural networks Anal. Chim. Acta 1994, 292, 219-234.
8. D. Brodnjak-Vončina, Z. Cencič-Kodba, M. Novič, Multivariate data analysis in classification of vegetable oils characterized by the content of fatty acids, Chemometr. intell. lab. syst. 2005, 75, 31-43.
9. A. Sayago, D. L. Garcia-Gonzales, M. T. Morales, R. Aparicio, Detection of the presence of refined hazelnut oil in refined olive oil by fluorescence spectroscopy, J. Agric. Food Chem. 2007, 55, 2066-2071.
10. F. C. Oliveira, C. R. Brandao, H. F. Ramalho, L. A. da Costa, P. A. Suarez, J. C. Rubim, Adulteration of diesel/biodiesel blends by vegetable oil as determinated by Fourier transform (FT) near infrared spectroscopy and FT-Raman spectroscopy, Anal. Chim. Acta. 2007, 587, 194-199.
11. V. Baeten, J. A. F. Fernandez Pierna, P. Dardenne, M. Meurens, D. L. Garcia-Gonzalez and R. Aparicio-Ruiz, Detection of the Presence of Hazelnut Oil in Olive Oil by FT-Raman and FT-MIR Spectroscopy, J. Agric. Food Chem. 2005, 53, 6201-6206.
12. T. Kohonen T., Self-Organization and Associative Memory Third Edition, SpringerVerlag, Berlin, FRG, 1989.
13. R. Hecht-Nielsen, Counterpropagation Networks, Appl. Optics. 1987, 26, 4979-4984.
14. J. Zupan, J. Gasteiger, Neural Networks in Chemistry and Drug Design, Wiley-VCH, Weinheim, 1999.
15. J. Zupan, Basics of artificial neural network, in Nature-inspired methods in chemometrics: Genetic algorithms and artificial neural networks, Editor: Riccardo Leardi, Elsevier, Amsterdam, 2003, pp 199-229.
16. J. Zupan, M. Novič, I. Ruisanchez, Kohonen and counter-propagation ANNs in analytical chemistry, Chemom. Intell. Lab. Syst 1997, 38, 1-23.
17. M. Vračko, Kohonen Artificial Neural Network and Counter Propagation Neural Network in Molecular Structure-Toxicity Studies, Current Computer-Aided Drug Design 2005, 1, 73-78.
18. M. Novič, M. Vračko, Artificial neural networks in molecular structure-property studies, in Nature-inspired methods in chemometrics: Genetic algorithms and artificial neural networks, Editor: Riccardo Leardi, Elsevier, Amsterdam, 2003, pp 199-231-256.
19. ANN-train program, ANN-test program, ANN-LOO program, Laboratory of Chemometrics, National Institute of Chemistry, Ljubljana, Slovenia, http://www.ki.si/index.php?id=185&no-cache=1&L=1
20. ANN-visual program, Laboratory of Chemometrics, National Institute of Chemistry, Ljubljana, Slovenia, http://www.ki.si/index.php?id=185&no-cache= 1&L=1
21. M. Novič, J. Zupan, 2-D mapping of infrared spectra using Kohonen neural network. Vestn. Slov. kem. druš., (Documenta chemica Yugoslavica) 1992, 39 ( 2), 195-212.
22. J. Zupan, M. Novič, I. Ruisánchez, Kohonen and counterpropagation artificial neural networks in analytical chemistry : tutorial. Chemometr. intell. lab. syst. [Print ed.], 1997, 38, 1-23.
23. E. Maran, M. Novič, P. Barbieri, J. Zupan, Application of counterpropagation artificial neural network for modelling properties of fish antibiotics. SAR QSAR, Environ. Res., 2004, 15( 5/6), 469-480.
24. E. Vončina, D. Brodnjak-Vončina, N. Sovič, M. Novič, Chemometric characterisation of the quality of ground waters from different wells in Slovenia. Acta chim. slov., 2007, 54(1), 119-125.