Finding out the FT-NIR calibration to determine soybean meal amount in concentrated feed ration mixtures
2019
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Advisor: Prof. Dr. İsmail Bayram
Abstract (EN)
This study trial was conducted to quantitatively find out the amount of soybean meal used in the concentrate feeds of laying hen by using near infrared spectroscopy (NIR) device. For this purpose, 30 different concentrate feed ration mixtures of 1 kg each are prepared for laying hens by increasing the concentration upto 30 %. The functional NIR spectra of feed mixtures were obtained at wavelengths of 10000-4000 nm / cm which were evaluated by applying PLS (Partial Least Square) method on the second derivative. In the normalization study, SNV (Standard Normal Variate) method was applied. In addition, data obtained from first order (1st Derivation B Cap 5 Points Gap 2) were prepared for regression. The linear regression method was applied to the normalized spectra by subtracting the Outlier values from the calibration set and in this way the calibration quality parameters were revealed. At this stage, the standard deviations of the R2 value, validation and calibration set were calculated. According to the reflections, the graphs obtained with Regression Coefficients were taken. In addition, sum of the squares for estimating residual error (V-Set PRESS) of the validation set was also revealed. Outlier values were not part of study because of low calibration quality. In the research, R value was determined as 0.9947, R2 value, 0.9894 and standard error value as 0.6762 of Calibration set. Moreover, R value was determined as 0.9919, R2 value, 0.9839 and standard error value as 0.8398 of validation set and the principal component value (Principal Components) was found to be around 14 The regression consistency was between 80-110 and it was obtained by dividing standard error value (SEC) of calibration to standard error of estimation (SEP). In conclusion it is evident from the results that method of NIR or FT-NIR spectroscopy is a reliable way to determine the extent at which the soybean meal is quantitatively used in laying hen feed mixtures.
Author
Dr. Diren Keskin
Institution
How to Cite
Diren Keskin (Master Thesis). Finding out the FT-NIR calibration to determine soybean meal amount in concentrated feed ration mixtures, 2019, Afyon Kocatepe University.
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