JOURNAL of the JAPANESE SOCIETY of AGRICULTURAL MACHINERY
Online ISSN : 1884-6025
Print ISSN : 0285-2543
ISSN-L : 0285-2543
RESEARCH PAPERS
Near-Infrared Spectroscopy for Online Real-Time Monitoring of Milk Quality during Milking (Part 2)
——Precision and Accuracy of Calibration Models to Assess Milk Quality during Milking——
Masataka KAWASAKIShuso KAWAMURAHiroki NAKATSUJIMotoyasu NATSUGA
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2009 Volume 71 Issue 3 Pages 3_63-3_69

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Abstract

We previously showed in part 1 that a near-infrared spectroscopic sensing system constructed on an experimental basis can be used to assess milk quality in the laboratory. In this study, we developed calibration models for predicting three major milk constituents (fat, protein and lactose) during milking by the sensing system and validated the precision and accuracy of the models. Coefficient of determination (r2) and standard error of prediction (SEP) of the validation set for fat were 0.94 and 0.55%, respectively. The values of r2 and SEP for protein were 0.80 and 0.13%, respectively, and the values of r2 and SEP for lactose were 0.83 and 0.09%, respectively. These results indicate that the sensing system can be used to assess milk quality in real-time during milking. From the data of milk constituents measured by the sensing system and milk flow rate during milking, we calculated milk constituents of whole one milking. The calculated values of milk constituents well agreed with the reference values.

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© 2009 The Japanese Society of Agricultural Machinery
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