3 research outputs found
Exploring the use of Near Infrared (NIR) Reflectance spectroscopy to predict starch pasting properties in whole grain barley
This study aimed to evaluate the ability of using near infrared reflectance (NIR) spectroscopy to predict parameters generated by the rapid visco analyser (RVA) in whole grain barley samples to further study starch pasting characteristics in a breeding program. A total of 130 whole grain barley samples from the University of Adelaide germplasm collection, harvested over three seasons (2009, 2010 and 2011) were analysed using both NIR and RVA instruments and calibrations developed using partial least squares (PLS) regression. The coefficient of determination in cross validation (R 2) and the standard error in cross validation (SECV) were 0.88 [SECV = 477.5 (RVU = rapid visco units)] for peak viscosity (PV), 0.82 (SECV = 635.5 RVU) for trough (THR), 0.92 (SECV = 190.4 RVU) for breakdown (BKD), 0.61 (SECV = 151.1 RVU) for setback (SET), 0.84 (SECV = 698.0 RVU) for final viscosity (FV), 0.70 (SECV = 0.54 s) for time to peak (TTP) and 0.36 (SECV = 2.2 min) for pasting temperature (PT). We have demonstrated that NIR spectroscopy shows promise as a rapid, non-destructive method to measure PV in whole grain barley. In this context, NIR spectroscopy has the potential to significantly reduce analytical time and cost for screening novel lines for starch properties for pasting properties.D. Cozzolino, S. Roumeliotis, J. Eglinto
Relationships between swelling power, water solubility and near-infrared spectra in whole grain barley: a feasibility study
Starch is the major component of the barley (Hordeum vulgare L) grain (approx. 70 %), and changes in its biophysical properties have an effect on malting and other grain properties. The objectives of this study were to investigate whether swelling properties and water solubility can be determined in whole grain barley samples using NIR spectroscopy and to characterise specific NIR spectra vibration regions that can provide information about these properties. Both swelling and water solubility index were measured in whole grain barley samples by reference methods and using NIR spectroscopy. From the examination of the partial least squares (PLS) loadings, we were able to relate the swelling properties (SP) with wavelengths in the NIR region that can be associated with amylose and amylopectin, while PLS loadings for water solubility index (WSI) were associated with wavelengths in the NIR region related to starch. It was demonstrated that these two parameters can be measured by NIR spectroscopy with standard errors in cross validation of 0.07 g/g and 0.42 % and standard errors of prediction of 0.08 g/g and 0.66 % for SP and WSI, respectively. The use of NIR spectroscopy will allow for the rapid and non-destructive screening of barley germplasm for breeding purposes. © 2012 Springer Science+Business Media, LLC.D. Cozzolino, S. Roumeliotis, J. Eglinto