Development of a New Measurement Unit (MilkSpec-1) for Rapid Determination of Fat, Lactose, and Protein in Raw Milk Using Near-Infrared Transmittance Spectroscopy
- 1 May 2002
- journal article
- research article
- Published by SAGE Publications in Applied Spectroscopy
- Vol. 56 (5) , 599-604
- https://doi.org/10.1366/0003702021955150
Abstract
A new measurement unit, the MilkSpec-1, has been developed to determine rapidly and nondestructively the content of fat, lactose, and protein in raw milk using near-infrared transmittance spectroscopy. The spectral range over 700 to 1100 nm was used. This unit was designed for general glass test tubes, 12 mm in diameter and 10 mL in volume. Al2O3 with a thickness of 2.5 mm was found to be optimum as a reference for acquiring the milk spectrum for this measurement. The NIR transmittance spectra of milk were acquired from raw milk samples without homogenization. The calibration model was developed and predicted by using a partial least-squares (PLS) algorithm. In order to reduce the scattering effect due to fat globules and casein micelles in NIR transmittance spectra, multiplicative scatter correction (MSC) and/or second derivative treatment were performed. MSC treatment proved to be useful for the development of calibration models for fat and protein. This study resulted in low standard errors of prediction (SEP), with 0.06, 0.10, and 0.10% for fat, lactose, and protein, respectively. It is shown that accurate, rapid, and nondestructive determination of milk composition could be successfully performed by using the MilkSpec-1, presenting the potential use of this method for real-time on-line monitoring in a milking process.Keywords
This publication has 15 references indexed in Scilit:
- Near-Infrared Spectroscopy for Dairy Management: Measurement of Unhomogenized Milk CompositionJournal of Dairy Science, 1999
- Application of near-infrared transmittance spectroscopy in the determination of fat, protein and dry matter in Atlantic halibut filletChemometrics and Intelligent Laboratory Systems, 1998
- Near-Infrared Reflectance Spectroscopy for Rapid Analysis of Curds during Cheddar Cheese MakingJournal of Food Science, 1997
- Atlantic Salmon Average Fat Content Estimated by Near‐Infrared Transmittance SpectroscopyJournal of Food Science, 1996
- Comparison of sample handling and data treatment methods for determining moisture and fat in Cheddar cheese by near-infrared spectroscopyJournal of Agricultural and Food Chemistry, 1994
- Comparison of multivariate calibration methods for quantitative spectral analysisAnalytical Chemistry, 1990
- The Effect of Multiplicative Scatter Correction (MSC) and Linearity Improvement in NIR SpectroscopyApplied Spectroscopy, 1988
- Multivariate analysis applied to near-infrared spectra of milkAnalytical Chemistry, 1987
- Comparison of Linear Statistical Methods for Calibration of NIR InstrumentsJournal of the Royal Statistical Society Series C: Applied Statistics, 1986
- Compositional Analysis of Whey Powders Using Near Infrared Diffuse Reflectance SpectroscopyJournal of Food Science, 1983