Journal of Dairy Science
Volume 90, Issue 8 , Pages 3613-3619 , August 2007

Infrared Spectroscopy Technique for the Nondestructive Measurement of Fat Content in Milk Powder

Received 4 March 2007 ,Accepted 18 April 2007.

References 

  1. AOAC. Official Methods of Analysis. 15th ed.. Arlington, VA: Assoc. Off. Anal. Chem; 1990;
  2. Borin A, Ferrao MF, Mello C, Maretto DA, Poppi RJ. Least-squares support vector machines and near infrared spectroscopy for quantification of common adulterants in powdered milk. Anal. Chim. Acta. 2006;579:25–32
  3. Bras LP, Bernardino SA, Lopes JA, Menezes JC. Multiblock PLS as an approach to compare and combine NIR and MIR spectra in calibrations of soybean flour. Chemometrics Intell. Lab. Syst. 2005;75:91–99
  4. Burges CJC. Geometry and invariance in kernel based methods. Advance in Kernel Methods-Support Vector Learning. Cambridge, MA: MIT Press; 1999;89–116
  5. Chauchard F, Cogdill R, Roussel S, Roger JM, Bellon-Maurel V. Application of LS-SVM to non-linear phenomena in NIR spectroscopy: Development of a robust and portable sensor for acidity prediction in grapes. Chemometrics Intell. Lab. Syst. 2004;71:141–150
  6. Chung H, Ku MS, Lee JS. Comparison of near-infrared and mid-infrared spectroscopy for the determination of distillation property of kerosene. Vib. Spectrosc. 1999;20:155–163
  7. Deeth HC, Fitz-Gerald CH, Snow AJ. A gas chromatographic method for the quantitative determination of free fatty acids in milk and milk products. N.Z. J. Dairy Sci. Technol. 1983;18:13–20
  8. Hermida M, Gonzalez JM, Sanchez M, Rodriguez-Otero JL. Moisture, solids-non-fat and fat analysis in butter by near infrared spectroscopy. Int. Dairy J. 2001;11:93–98
  9. Karoui R, Mouazen AM, Ramon H, Schoonheydtm R, De Baerdemaeker J. Feasibility study of discriminating the manufacturing process and sampling zone in ripened soft cheeses using attenuated total reflectance MIR and fiber optic diffuse reflectance VIS-NIR spectroscopy. Food Res. Int. 2006;39:588–597
  10. Laporte MF, Paquin P. Near-infrared analysis of fat, protein and casein in cow's milk. J. Agric. Food Chem. 1999;47:2600–2605
  11. Lu C, Van Gestel TJ, Suykens AK, Van Huffel S, Vergote I, Timmerman D. Preoperative prediction of malignancy of ovarian tumors using least squares support vector machines. Artif. Intell. Med. 2003;28:281–306
  12. Reid LM, Woodcock TC, Donnell PO, Kelly JD, Downey G. Differentiation of apple juice samples on the basis of heat treatment and variety using chemometric analysis of MIR and NIR data. Food Res. Int. 2005;38:1109–1115
  13. Rodriguez-Otero JL, Hermida M, Cepeda A. Determination of fat, protein, and total solids in cheese by near-infrared reflectance spectroscopy. J. AOAC Int. 1995;78:802–806
  14. Rosenthal I, Baruch R. 100 years of measuring the fat content of milk. J. Chem. Educ. 1993;70:480–482
  15. Sorensen LK, Jepsen R. Assessment of sensory properties of cheese by near-infrared spectroscopy. Int. Dairy J. 1998;8:863–871
  16. Suykens JAK, Van Gestel T, De Brabanter J, De Moor B, Vandewalle J. Least squares support vector machines. Singapore: World Scientific Publishing; 2002;
  17. Suykens JAK, Vanderwalle J. Least squares support vector machine classifiers. Neural Process. Lett. 1999;9:293–300
  18. Takeuchi M, Bertinetti L, Martra G, Coluccia S, Anpo M. States of H2O adsorbed on oxides: An investigation by near and mid infrared spectroscopy. Appl. Catal. A-Gen. 2006;307:13–20
  19. Vapnik V. Statistical Learning Theory. New York, NY: John Wiley and Sons Inc.; 1998;
  20. Vapnik VN. Statistical Learning Theory. New York, NY: Springer; 1995;
  21. Yan YL. Basic and Application of Near Infrared Spectroscopy Analysis. Beijing, China: China Light Industry Press; 2005;
  22. Zhou Q, Sun SQ, Yu L, Xu CH, Noda I, Zhang XR. Sequential changes of main components in different kinds of milk powders using two-dimensional infrared correlation analysis. J. Mol. Struct. 2006;799:77–84

PII: S0022-0302(07)71816-7

doi: 10.3168/jds.2007-0164

Journal of Dairy Science
Volume 90, Issue 8 , Pages 3613-3619 , August 2007