CAO Pu, PAN Tao, CHEN Xing-dan. Choice of wave band in design of minitype near-infrared corn protein content analyzer[J]. Optics and precision engineering, 2007, 15(12): 1952-1958.
CAO Pu, PAN Tao, CHEN Xing-dan. Choice of wave band in design of minitype near-infrared corn protein content analyzer[J]. Optics and precision engineering, 2007, 15(12): 1952-1958.DOI:
Choice of wave band in design of minitype near-infrared corn protein content analyzer
The calibration models for protein concentration in corn samples were established by Fourier transform near-infrared diffuse reflection spectroscopy and Partial Least Square (PLS) regression. According to the prediction effect the best wave band was chosen to provide a basis for designing a minitype near-infrared corn protein content analyzer. The spectra were processed by Multiplicative Scatter Correction(MSC) method firstly
then the original spectra
the first derivative spectra and the second derivative spectra were processed by Savitzky-Golay smoothing method. The following 5 wave bands
the whole region
combination region
the first overtone region
the second overtone region and the protein functional group bands were selected for establishing 15 calibration models adopting the original spectra
the first derivative spectra and the second derivative spectra respectively in each band. By adjusting the number of Savitzky-Golay smoothing points and number of PLS factors simultaneously and comparing with PLS computational experiments several times
the optimal number of smoothing points and number of factors for each models were obtained based on the prediction effect
and then the best one was selected. The research results show that the prediction effect using the first derivative spectra in the first overtone region is best one
and the correlation coefficient
the Root Mean Square Error of Prediction(RMSER) and the Relative Root Mean Square Error of Prediction(RRMSEP) for the corresponding model are 0.945
0.357
and 3.340%
respectively. It shows that the first overtone band (7 000~5 500 cm