Rs. Park et al., THE USE OF NEAR-INFRARED REFLECTANCE SPECTROSCOPY ON DRIED SAMPLES TOPREDICT BIOLOGICAL PARAMETERS OF GRASS-SILAGE, Animal feed science and technology, 68(3-4), 1997, pp. 235-246
This study was undertaken to explore the accuracy of Near Infrared Ref
lectance Spectroscopy (NIRS) for the prediction of in vivo OMD (%) and
voluntary intake (g/kg W-0.75) measured through sheep and cattle resp
ectively. A population of 136 grass silages representing a wide range
in chemical and biological parameters was used in this investigation,
The dried milled silage samples were scanned at 2 nm intervals over th
e wavelength range 400-2500 nm and the optical data recorded as log 1/
Reflectance (log 1/R). The paper examines three multivariate regressio
n techniques: modified partial least squares (MPLS), principal compone
nt regression (PCR) and stepwise multiple linear regression (SMLR) and
investigates the effect of spectral pretreatment using Ist and 2nd or
der derivatization with and without three scatter correction procedure
s: standard normal variate and detrending (SNV-D), normal multiplicati
ve scatter correction (NMSC) and weighted multiplicative scatter corre
ction (WMSC), to optimize accuracy of prediction. The optimum mathemat
ical treatment was selected by minimizing the standard error of predic
tion (SEP) of a blind validation set using a calibration and validatio
n set of 90 and 46 respectively, The optimum methods were for in vivo
organic matter digestibility (OMD), the stepwise regression procedure
using Ist derivatization with a scatter correction (SEP 2.4%, R-2 0.87
) and for intake the MPLS regression technique again using Ist derivat
ization and a scatter correction (SEP 4.77 g/kg W-0.75, R-2 0.79). Com
parison of three wavelength ranges (1100-2500 nm, 700-2500 nm and 400-
2500 nm) on the effect of calibration performance for OMD and intake s
howed little improvement from extending the range beyond 1100-2500 nm.
(C) 1997 Elsevier Science B.V.