Exploring the use of near infrared reflectance spectroscopy (NIRS) to predict trace minerals in legumes

Abstract The use of near infrared reflectance spectroscopy (NIRS) was explored to predict trace mineral concentrations in two legumes. Samples (332), composite of white clover ( n =97) and lucerne ( n =235), from different locations in Uruguay representing a wide range of soil types, were analysed for sodium (Na), sulphur (S), copper (Cu), iron (Fe), manganese (Mn), zinc (Zn), and boron (B). The samples were scanned in reflectance in a monochromator instrument (400–2500 nm). Calibration models ( n =262) were developed using modified partial least squares regression (MPLS) based on cross-validation and tested using a validation set ( n =70). Two mathematical treatments of the spectra were compared (first and second derivative). The highest coefficients of determination in calibration ( R CAL 2 ) and the lowest standard errors of cross-validation (SECV) were obtained using second derivative. The R CAL 2 and SECV were 0.83 (SECV: 0.8) for Na and 0.86 (SECV: 2.5) for S in g kg −1 DM; 0.80 (SECV: 4.4), 0.80 (SECV: 10.6), 0.78 (SECV: 22.9), 0.76 (SECV: 0.83) and 0.57 (SECV 25.7) for B, Zn, Mn, Cu and Fe in mg kg −1 DM on a dry weight, respectively. Sulphur (SEP: 5.5), sodium (SEP: 1.2) and boron (SEP 4.2) were well predicted by NIRS on a validation set.

[1]  D. Givens,et al.  The current and future role of near infrared reflectance spectroscopy in animal nutrition: a review* , 1999 .

[2]  The use of near-infrared reflectance spectroscopy to define nutrient digestion of hay by cattle , 1993 .

[3]  Determination of acid-detergent fiber and crude protein in forages by near-infrared reflectance spectroscopy: collaborative study. , 1988, Journal - Association of Official Analytical Chemists.

[4]  J. Shenk,et al.  The Application of near Infrared Reflectance Spectroscopy (NIRS) to Forage Analysis , 2015 .

[5]  J. Wiseman,et al.  Prediction of chemical, nutritive and agronomic characteristics of wheat by near infrared spectroscopy , 2000, The Journal of Agricultural Science.

[6]  B. García-Criado,et al.  Near infrared spectroscopy prediction of mineral content in botanical fractions from semi-arid grasslands , 1999 .

[7]  C. Hurburgh,et al.  Near-Infrared Reflectance Spectroscopy–Principal Components Regression Analyses of Soil Properties , 2001 .

[8]  G. Batten Plant analysis using near infrared reflectance spectroscopy : the potential and the limitations , 1998 .

[9]  Pc Flinn,et al.  Measurement of the Magnesium Concentration in Perennial Ryegrass (Lolium perenne) using Near Infrared Reflectance Spectroscopy , 1991 .

[10]  Emil W. Ciurczak,et al.  Handbook of Near-Infrared Analysis , 1992 .

[11]  G. Fahey,et al.  Forage Quality, Evaluation, and Utilization , 1994 .

[12]  Prediction of Mineral Concentrations of Orchardgrass (Dactylis glomerata L.) with Near Infrared Reflectance Spectroscopy , 1989 .

[13]  Estimation of mineral content in natural grasslands by near infrared reflectance spectroscopy , 1995 .

[14]  R. Barnes,et al.  Standard Normal Variate Transformation and De-Trending of Near-Infrared Diffuse Reflectance Spectra , 1989 .

[15]  J. Shenk,et al.  Predicting Forage Quality by Infrared Replectance Spectroscopy , 1976 .

[16]  G. C. Marten,et al.  Near Infrared Reflectance Spectroscopy Analysis of Forage Quality in Four Legume Species 1 , 1984 .

[17]  D. Givens,et al.  Near-infrared (NIR) spectroscopy: an alternative approach for the estimation of forage quality and voluntary intake. , 2000 .

[18]  J. Abrams Recent Advances in Animal Nutrition , 1982 .

[19]  J. Shenk,et al.  Analysis of Forages by Infrared Reflectance , 1979 .

[20]  Vincent Baeten,et al.  Multivariate Calibration and Chemometrics for near Infrared Spectroscopy: Which Method? , 2000 .

[21]  Scott Edwards,et al.  Application of near‐infrared spectroscopy in analysis of soil mineral nutrients , 1999 .

[22]  H. F. Mayland,et al.  Mineral Analysis of Forages with near Infrared Reflectance Spectroscopy1 , 1987 .

[23]  I. Murray,et al.  10 – NEAR INFRARED REFLECTANCE ANALYSIS OF FORAGES , 1986 .

[24]  Tom Fearn,et al.  Practical Nir Spectroscopy With Applications in Food and Beverage Analysis , 1993 .

[25]  Jb Robinson,et al.  Plant Analysis: An Interpretation Manual , 1997 .

[26]  H. F. Mayland,et al.  Analysis of Trace Elements in Forages by Near Infrared Reflectance Spectroscopy , 1989 .